From fb893003707d126c711133a3b69e643b28ce7ad9 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Tue, 10 May 2022 12:34:27 -0400
Subject: [PATCH 01/17] GH-125: Update assumptions and correct type handling.

---
 src/ipyradiant/rdf2nx/converter.py            |  3 +-
 src/ipyradiant/rdf2nx/edges.py                |  2 +-
 .../visualization/cytoscape/interactive.py    | 29 +++++++++++++++----
 3 files changed, 26 insertions(+), 8 deletions(-)

diff --git a/src/ipyradiant/rdf2nx/converter.py b/src/ipyradiant/rdf2nx/converter.py
index e03122c..3a502fb 100644
--- a/src/ipyradiant/rdf2nx/converter.py
+++ b/src/ipyradiant/rdf2nx/converter.py
@@ -125,7 +125,8 @@ def transform_nodes(
 
         if node_iris is None:
             # TODO paginate (LIMIT+OFFSET) for batch processing?
-            node_iris = list(cls.query_manager(cls.node_iris, rdf_graph)["iri"])
+            # node_iris = list(cls.query_manager(cls.node_iris, rdf_graph)["iri"])
+            node_iris = list(rdf_graph.subjects())
 
         for node_iri in node_iris:
             # TODO this isn't actually used (should it be?)
diff --git a/src/ipyradiant/rdf2nx/edges.py b/src/ipyradiant/rdf2nx/edges.py
index 4890058..34064cb 100644
--- a/src/ipyradiant/rdf2nx/edges.py
+++ b/src/ipyradiant/rdf2nx/edges.py
@@ -25,7 +25,7 @@ class RelationTypes(SPARQLQueryFramer):
           # Plain relations, non-reified
             ?source ?predicate ?target.
 
-            FILTER ( isIRI ( ?target ) ).  # prevent bad things
+            FILTER ( !isLiteral( ?target ) ).  # prevent bad things
 
             # Plain relations must get their fictitious IRI from constructs like this.
             # Using the triple components ensures a unique IRI identifying the triple.
diff --git a/src/ipyradiant/visualization/cytoscape/interactive.py b/src/ipyradiant/visualization/cytoscape/interactive.py
index 42f3dbb..f1ffa2b 100644
--- a/src/ipyradiant/visualization/cytoscape/interactive.py
+++ b/src/ipyradiant/visualization/cytoscape/interactive.py
@@ -8,6 +8,7 @@
 from pandas import DataFrame
 from rdflib.graph import Graph as RDFGraph
 from rdflib.term import URIRef
+from rdflib.namespace import OWL
 
 from ipyradiant.basic_tools.custom_uri_ref import CustomURIRef
 from ipyradiant.rdf2nx.converter import RDF2NX
@@ -56,6 +57,9 @@ def get_color_list_css(color_list):
 
 def get_desc(uri, namespaces, count=None):
     """Get a shorthand way to describe a URI and its counts."""
+    if type(uri) is not URIRef:
+        # just return the string
+        return str(uri)
 
     shorthand = str(CustomURIRef(uri, namespaces=namespaces))
     if count:
@@ -67,9 +71,11 @@ def get_type_counts(klass, graph: NXGraph) -> DataFrame:
     type_dict = {}
     for node, data in graph.nodes(data=True):
         # node_type can be a list (make all list)
-        type_attr = data.get("rdf:type")
+        type_attr = data.get("rdf:type") or data.get("rdfs:subClassOf")
         if not type_attr:
-            raise ValueError(f"Node has no 'rdf:type': {data.keys()}")
+            # TODO logging
+            # raise ValueError(f"Node has no 'rdf:type': {data.keys()}")
+            type_attr = "Blank Node"
 
         if not isinstance(type_attr, (list, tuple)):
             node_types = [
@@ -189,7 +195,7 @@ def assign_css_classes(self):
         color_list = COLOR_LIST.copy()
         n_to_add = len(self.uri_to_string_type.keys()) - len(color_list)
         if n_to_add > 0 and self.allow_large_graphs:
-            color_list.extend([(255, 255, 255)] * n_to_add)
+            color_list.extend([(220, 220, 220)] * n_to_add)
         elif n_to_add > 0:
             raise ValueError(
                 f"Cannot render more than {len(COLOR_LIST)} visually distinct colors."
@@ -244,7 +250,8 @@ def update_classes(self, change):
 
         if change_type in {"node_type", "both"}:
             for node in self.viewer.cytoscape_widget.graph.nodes:
-                raw_types = node.data["rdf:type"]
+                # TODO improve coloring after this
+                raw_types = node.data.get("rdf:type") or node.data.get("rdfs:subClassOf")
                 types = raw_types if type(raw_types) is tuple else (raw_types,)
                 if not any([_type in visible_node_types for _type in types]):
                     node.classes = "invisible"
@@ -279,10 +286,19 @@ def apply_node_styling(self, change):
         # assign CSS classes to nodes based on their rdf:type
         # TODO add types instead of replacing once we figure out how to make partial matches of css classes in ipycytoscape
         for node in self.viewer.cytoscape_widget.graph.nodes:
-            node_types = node.data.get("rdf:type", [])
+            node_types = (
+                node.data.get("rdf:type") or 
+                node.data.get("rdfs:subClassOf") or 
+                []
+            )
             if type(node_types) == URIRef:
                 node_types = (node_types,)
 
+            # Remove instance type for coloring
+            node_types_pruned = set(node_types)
+            node_types_pruned.discard(OWL.NamedIndividual)
+            node_types = tuple(node_types_pruned,)
+
             if len(node_types) == 1:
                 # assign specific class to node
                 assert node_types[0] in self.uri_to_string_type
@@ -386,7 +402,8 @@ def update_rdf_graph(self, change):
             uri: str(CustomURIRef(uri, namespaces=rdf_graph.namespace_manager)).replace(
                 ":", "-"
             )
-            for uri in type_count.type_
+            if type(uri) is URIRef else str(uri)
+            for uri in type_count.type_ 
         }
         self.uri_to_string_type["multi-type"] = "multi-type"
 

From 6f42995ca1ccbb521f1043a0d630dcbe91926b47 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Tue, 10 May 2022 13:10:37 -0400
Subject: [PATCH 02/17] GH-125: Linting

---
 .../visualization/cytoscape/interactive.py    | 19 +++++++++++--------
 1 file changed, 11 insertions(+), 8 deletions(-)

diff --git a/src/ipyradiant/visualization/cytoscape/interactive.py b/src/ipyradiant/visualization/cytoscape/interactive.py
index f1ffa2b..381f0b9 100644
--- a/src/ipyradiant/visualization/cytoscape/interactive.py
+++ b/src/ipyradiant/visualization/cytoscape/interactive.py
@@ -7,8 +7,8 @@
 from networkx import Graph as NXGraph
 from pandas import DataFrame
 from rdflib.graph import Graph as RDFGraph
-from rdflib.term import URIRef
 from rdflib.namespace import OWL
+from rdflib.term import URIRef
 
 from ipyradiant.basic_tools.custom_uri_ref import CustomURIRef
 from ipyradiant.rdf2nx.converter import RDF2NX
@@ -251,7 +251,9 @@ def update_classes(self, change):
         if change_type in {"node_type", "both"}:
             for node in self.viewer.cytoscape_widget.graph.nodes:
                 # TODO improve coloring after this
-                raw_types = node.data.get("rdf:type") or node.data.get("rdfs:subClassOf")
+                raw_types = node.data.get("rdf:type") or node.data.get(
+                    "rdfs:subClassOf"
+                )
                 types = raw_types if type(raw_types) is tuple else (raw_types,)
                 if not any([_type in visible_node_types for _type in types]):
                     node.classes = "invisible"
@@ -287,9 +289,7 @@ def apply_node_styling(self, change):
         # TODO add types instead of replacing once we figure out how to make partial matches of css classes in ipycytoscape
         for node in self.viewer.cytoscape_widget.graph.nodes:
             node_types = (
-                node.data.get("rdf:type") or 
-                node.data.get("rdfs:subClassOf") or 
-                []
+                node.data.get("rdf:type") or node.data.get("rdfs:subClassOf") or []
             )
             if type(node_types) == URIRef:
                 node_types = (node_types,)
@@ -297,7 +297,9 @@ def apply_node_styling(self, change):
             # Remove instance type for coloring
             node_types_pruned = set(node_types)
             node_types_pruned.discard(OWL.NamedIndividual)
-            node_types = tuple(node_types_pruned,)
+            node_types = tuple(
+                node_types_pruned,
+            )
 
             if len(node_types) == 1:
                 # assign specific class to node
@@ -402,8 +404,9 @@ def update_rdf_graph(self, change):
             uri: str(CustomURIRef(uri, namespaces=rdf_graph.namespace_manager)).replace(
                 ":", "-"
             )
-            if type(uri) is URIRef else str(uri)
-            for uri in type_count.type_ 
+            if type(uri) is URIRef
+            else str(uri)
+            for uri in type_count.type_
         }
         self.uri_to_string_type["multi-type"] = "multi-type"
 

From 4a5fb3cd22e711a6ccc56c0f2c447a9da28a3afe Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Tue, 10 May 2022 13:30:23 -0400
Subject: [PATCH 03/17] GH-125: Resolve lock

---
 anaconda-project-lock.yml | 1038 +++++++++++++++++++------------------
 1 file changed, 536 insertions(+), 502 deletions(-)

diff --git a/anaconda-project-lock.yml b/anaconda-project-lock.yml
index 1f33752..7d5c596 100644
--- a/anaconda-project-lock.yml
+++ b/anaconda-project-lock.yml
@@ -29,483 +29,504 @@ env_specs:
         - argon2-cffi=21.3.0=pyhd8ed1ab_0
         - asttokens=2.0.5=pyhd8ed1ab_0
         - attrs=21.4.0=pyhd8ed1ab_0
-        - babel=2.9.1=pyh44b312d_0
+        - babel=2.10.1=pyhd8ed1ab_0
         - backcall=0.2.0=pyh9f0ad1d_0
         - backports.functools_lru_cache=1.6.4=pyhd8ed1ab_0
         - backports=1.0=py_2
-        - black=21.12b0=pyhd8ed1ab_0
-        - bleach=4.1.0=pyhd8ed1ab_0
+        - beautifulsoup4=4.11.1=pyha770c72_0
+        - bleach=5.0.0=pyhd8ed1ab_0
         - cachetools=5.0.0=pyhd8ed1ab_0
-        - charset-normalizer=2.0.10=pyhd8ed1ab_0
+        - charset-normalizer=2.0.12=pyhd8ed1ab_0
         - cloudpickle=2.0.0=pyhd8ed1ab_0
         - colorama=0.4.4=pyh9f0ad1d_0
         - colorcet=3.0.0=pyhd8ed1ab_0
         - cycler=0.11.0=pyhd8ed1ab_0
-        - dask-core=2022.1.0=pyhd8ed1ab_0
-        - dask=2022.1.0=pyhd8ed1ab_0
+        - dask-core=2022.5.0=pyhd8ed1ab_0
+        - dask=2022.5.0=pyhd8ed1ab_0
         - dataclasses=0.8=pyhc8e2a94_3
-        - datashader=0.13.0=pyh6c4a22f_0
+        - datashader=0.14.0=pyh6c4a22f_0
         - datashape=0.5.4=py_1
         - decorator=5.1.1=pyhd8ed1ab_0
         - defusedxml=0.7.1=pyhd8ed1ab_0
-        - entrypoints=0.3=pyhd8ed1ab_1003
-        - executing=0.8.2=pyhd8ed1ab_0
-        - flit-core=3.6.0=pyhd8ed1ab_0
-        - fsspec=2022.1.0=pyhd8ed1ab_0
+        - distributed=2022.5.0=pyhd8ed1ab_0
+        - entrypoints=0.4=pyhd8ed1ab_0
+        - executing=0.8.3=pyhd8ed1ab_0
+        - flit-core=3.7.1=pyhd8ed1ab_0
+        - fsspec=2022.3.0=pyhd8ed1ab_0
         - heapdict=1.0.1=py_0
-        - holoviews=1.14.7=pyhd8ed1ab_0
+        - holoviews=1.14.9=pyhd8ed1ab_0
         - html5lib=1.1=pyh9f0ad1d_0
-        - hvplot=0.7.3=pyh6c4a22f_0
+        - hvplot=0.8.0=pyh6c4a22f_0
         - idna=3.3=pyhd8ed1ab_0
-        - imageio=2.13.5=pyh239f2a4_0
-        - importlib_metadata=4.10.1=hd8ed1ab_0
-        - importlib_resources=5.4.0=pyhd8ed1ab_0
+        - imageio=2.19.1=pyhcf75d05_0
+        - importlib_metadata=4.11.3=hd8ed1ab_1
+        - importlib_resources=5.7.1=pyhd8ed1ab_0
         - importnb=0.7.0=pyhd8ed1ab_0
         - iniconfig=1.1.1=pyh9f0ad1d_0
-        - ipycytoscape=1.3.2=pyh1d7be83_0
+        - ipycytoscape=1.3.3=pyh1d7be83_0
         - ipython_genutils=0.2.0=py_1
-        - ipywidgets=7.6.5=pyhd8ed1ab_0
+        - ipywidgets=7.7.0=pyhd8ed1ab_0
         - isodate=0.6.1=pyhd8ed1ab_0
-        - jinja2=3.0.3=pyhd8ed1ab_0
+        - jinja2=3.1.2=pyhd8ed1ab_0
         - json5=0.9.5=pyh9f0ad1d_0
-        - jsonschema=4.4.0=pyhd8ed1ab_0
-        - jupyter_client=7.1.2=pyhd8ed1ab_0
-        - jupyter_server=1.13.4=pyhd8ed1ab_0
-        - jupyterlab=3.2.8=pyhd8ed1ab_0
-        - jupyterlab_pygments=0.1.2=pyh9f0ad1d_0
-        - jupyterlab_server=2.10.3=pyhd8ed1ab_0
-        - jupyterlab_widgets=1.0.2=pyhd8ed1ab_0
+        - jsonschema=4.5.1=pyhd8ed1ab_0
+        - jupyter_client=7.3.1=pyhd8ed1ab_0
+        - jupyter_server=1.17.0=pyhd8ed1ab_0
+        - jupyterlab=3.4.0=pyhd8ed1ab_0
+        - jupyterlab_pygments=0.2.2=pyhd8ed1ab_0
+        - jupyterlab_server=2.13.0=pyhd8ed1ab_1
+        - jupyterlab_widgets=1.1.0=pyhd8ed1ab_0
         - keepalive=0.5=pyhd8ed1ab_6
-        - locket=0.2.0=py_2
-        - markdown=3.3.6=pyhd8ed1ab_0
+        - locket=1.0.0=pyhd8ed1ab_0
+        - markdown=3.3.7=pyhd8ed1ab_0
         - matplotlib-inline=0.1.3=pyhd8ed1ab_0
         - multipledispatch=0.6.0=py_0
         - munkres=1.1.4=pyh9f0ad1d_0
-        - nbclassic=0.3.5=pyhd8ed1ab_0
-        - nbclient=0.5.10=pyhd8ed1ab_1
-        - nbformat=5.1.3=pyhd8ed1ab_0
-        - nest-asyncio=1.5.4=pyhd8ed1ab_0
-        - networkx=2.6.3=pyhd8ed1ab_1
-        - notebook=6.4.7=pyha770c72_0
-        - olefile=0.46=pyh9f0ad1d_1
+        - nbclassic=0.3.7=pyhd8ed1ab_0
+        - nbclient=0.6.3=pyhd8ed1ab_0
+        - nbconvert-core=6.5.0=pyhd8ed1ab_0
+        - nbconvert-pandoc=6.5.0=pyhd8ed1ab_0
+        - nbconvert=6.5.0=pyhd8ed1ab_0
+        - nbformat=5.4.0=pyhd8ed1ab_0
+        - nest-asyncio=1.5.5=pyhd8ed1ab_0
+        - networkx=2.8=pyhd8ed1ab_0
+        - notebook-shim=0.1.0=pyhd8ed1ab_0
+        - notebook=6.4.11=pyha770c72_0
         - owlrl=6.0.2=pyhd8ed1ab_0
         - packaging=21.3=pyhd8ed1ab_0
         - pandocfilters=1.5.0=pyhd8ed1ab_0
-        - panel=0.12.6=pyhd8ed1ab_0
-        - param=1.12.0=pyh6c4a22f_0
+        - panel=0.13.0=pyhd8ed1ab_1
+        - param=1.12.1=pyh6c4a22f_0
         - parso=0.8.3=pyhd8ed1ab_0
         - partd=1.2.0=pyhd8ed1ab_0
-        - pathspec=0.9.0=pyhd8ed1ab_0
         - pickleshare=0.7.5=py_1003
-        - pip=21.3.1=pyhd8ed1ab_0
-        - platformdirs=2.3.0=pyhd8ed1ab_0
+        - pip=22.0.4=pyhd8ed1ab_0
         - prettytable=2.5.0=pyhd8ed1ab_0
-        - prometheus_client=0.12.0=pyhd8ed1ab_0
-        - prompt-toolkit=3.0.24=pyha770c72_0
+        - prometheus_client=0.14.1=pyhd8ed1ab_0
+        - prompt-toolkit=3.0.29=pyha770c72_0
         - pure_eval=0.2.2=pyhd8ed1ab_0
         - py=1.11.0=pyh6c4a22f_0
         - pycparser=2.21=pyhd8ed1ab_0
         - pyct-core=0.4.6=py_0
         - pyct=0.4.6=py_0
-        - pygments=2.11.2=pyhd8ed1ab_0
+        - pygments=2.12.0=pyhd8ed1ab_0
         - pyld=2.0.3=pyh9f0ad1d_0
-        - pyopenssl=21.0.0=pyhd8ed1ab_0
-        - pyparsing=3.0.7=pyhd8ed1ab_0
-        - pyshacl=0.18.0=pyhd8ed1ab_0
+        - pyopenssl=22.0.0=pyhd8ed1ab_0
+        - pyparsing=3.0.8=pyhd8ed1ab_0
+        - pyshacl=0.19.0=pyhd8ed1ab_0
         - pytest-cov=3.0.0=pyhd8ed1ab_0
         - python-dateutil=2.8.2=pyhd8ed1ab_0
+        - python-fastjsonschema=2.15.3=pyhd8ed1ab_0
         - python_abi=3.9=2_cp39
-        - pytz=2021.3=pyhd8ed1ab_0
-        - pyviz_comms=2.1.0=pyhd8ed1ab_0
+        - pytz=2022.1=pyhd8ed1ab_0
+        - pyviz_comms=2.2.0=pyhd8ed1ab_0
         - rdflib=6.1.1=pyhd8ed1ab_0
         - requests=2.27.1=pyhd8ed1ab_0
         - requests_cache=0.4.13=py_0
         - send2trash=1.8.0=pyhd8ed1ab_0
         - six=1.16.0=pyh6c4a22f_0
         - sortedcontainers=2.4.0=pyhd8ed1ab_0
+        - soupsieve=2.3.1=pyhd8ed1ab_0
         - spectate=1.0.1=pyhd8ed1ab_0
-        - stack_data=0.1.4=pyhd8ed1ab_0
+        - stack_data=0.2.0=pyhd8ed1ab_0
         - tblib=1.7.0=pyhd8ed1ab_0
-        - testpath=0.5.0=pyhd8ed1ab_0
-        - tifffile=2021.11.2=pyhd8ed1ab_0
+        - tifffile=2022.5.4=pyhd8ed1ab_0
+        - tinycss2=1.1.1=pyhd8ed1ab_0
         - toml=0.10.2=pyhd8ed1ab_0
-        - tomli=1.2.2=pyhd8ed1ab_0
+        - tomli=2.0.1=pyhd8ed1ab_0
         - toolz=0.11.2=pyhd8ed1ab_0
-        - tqdm=4.62.3=pyhd8ed1ab_0
+        - tqdm=4.64.0=pyhd8ed1ab_0
         - traitlets=5.1.1=pyhd8ed1ab_0
         - traittypes=0.2.1=pyh9f0ad1d_2
-        - typing_extensions=4.0.1=pyha770c72_0
-        - tzdata=2021e=he74cb21_0
-        - urllib3=1.26.8=pyhd8ed1ab_1
+        - typing_extensions=4.2.0=pyha770c72_1
+        - tzdata=2022a=h191b570_0
+        - urllib3=1.26.9=pyhd8ed1ab_0
         - wcwidth=0.2.5=pyh9f0ad1d_2
         - webencodings=0.5.1=py_1
-        - websocket-client=1.2.3=pyhd8ed1ab_0
+        - websocket-client=1.3.2=pyhd8ed1ab_0
         - wheel=0.37.1=pyhd8ed1ab_0
-        - xarray=0.20.2=pyhd8ed1ab_0
-        - zict=2.0.0=py_0
-        - zipp=3.7.0=pyhd8ed1ab_0
+        - xarray=2022.3.0=pyhd8ed1ab_0
+        - zict=2.2.0=pyhd8ed1ab_0
+        - zipp=3.8.0=pyhd8ed1ab_0
       unix:
         - pexpect=4.8.0=pyh9f0ad1d_2
         - ptyprocess=0.7.0=pyhd3deb0d_0
       linux-64:
         - _libgcc_mutex=0.1=conda_forge
-        - _openmp_mutex=4.5=1_gnu
+        - _openmp_mutex=4.5=2_gnu
         - anyio=3.5.0=py39hf3d152e_0
-        - argon2-cffi-bindings=21.2.0=py39h3811e60_1
-        - blosc=1.21.0=h9c3ff4c_0
-        - bokeh=2.4.2=py39hf3d152e_0
-        - brotli-bin=1.0.9=h7f98852_6
-        - brotli=1.0.9=h7f98852_6
-        - brotlipy=0.7.0=py39h3811e60_1003
+        - aom=3.3.0=h27087fc_1
+        - argon2-cffi-bindings=21.2.0=py39hb9d737c_2
+        - blosc=1.21.1=h56a5e14_1
+        - bokeh=2.4.2=py39hf3d152e_1
+        - brotli-bin=1.0.9=h166bdaf_7
+        - brotli=1.0.9=h166bdaf_7
+        - brotlipy=0.7.0=py39hb9d737c_1004
         - brunsli=0.1=h9c3ff4c_0
         - bzip2=1.0.8=h7f98852_4
         - c-ares=1.18.1=h7f98852_0
-        - c-blosc2=2.0.4=h5f21a17_1
+        - c-blosc2=2.1.1=h7a311fb_0
         - ca-certificates=2021.10.8=ha878542_0
-        - certifi=2021.10.8=py39hf3d152e_1
+        - certifi=2021.10.8=py39hf3d152e_2
         - cffi=1.15.0=py39h4bc2ebd_0
-        - cfitsio=4.0.0=h9a35b8e_0
-        - charls=2.2.0=h9c3ff4c_0
-        - click=8.0.3=py39hf3d152e_1
-        - coverage=6.2=py39h3811e60_0
-        - cryptography=36.0.1=py39h95dcef6_0
-        - cytoolz=0.11.2=py39h3811e60_1
-        - debugpy=1.5.1=py39he80948d_0
-        - distributed=2022.1.0=py39hf3d152e_0
-        - fonttools=4.28.5=py39h3811e60_0
+        - cfitsio=4.1.0=hd9d235c_0
+        - charls=2.3.4=h9c3ff4c_0
+        - click=8.1.3=py39hf3d152e_0
+        - coverage=6.3.2=py39hb9d737c_2
+        - cryptography=36.0.2=py39hd97740a_1
+        - cytoolz=0.11.2=py39hb9d737c_2
+        - debugpy=1.6.0=py39h5a03fae_0
+        - fonttools=4.33.3=py39hb9d737c_0
         - freetype=2.10.4=h0708190_1
-        - frozendict=2.2.0=py39h3811e60_0
+        - frozendict=2.3.2=py39hb9d737c_0
         - giflib=5.2.1=h36c2ea0_2
         - icu=68.2=h9c3ff4c_0
-        - imagecodecs=2021.11.20=py39h571908b_1
-        - importlib-metadata=4.10.1=py39hf3d152e_0
-        - ipykernel=6.7.0=py39hef51801_0
-        - ipython=8.0.1=py39hf3d152e_0
+        - imagecodecs=2022.2.22=py39h9c0c3a3_4
+        - importlib-metadata=4.11.3=py39hf3d152e_1
+        - ipykernel=6.13.0=py39hef51801_0
+        - ipython=8.3.0=py39hf3d152e_0
         - jbig=2.1=h7f98852_2003
-        - jedi=0.18.1=py39hf3d152e_0
-        - jpeg=9d=h36c2ea0_0
-        - jupyter_core=4.9.1=py39hf3d152e_1
+        - jedi=0.18.1=py39hf3d152e_1
+        - jpeg=9e=h166bdaf_1
+        - jupyter_core=4.9.2=py39hf3d152e_0
         - jxrlib=1.1=h7f98852_2
-        - kiwisolver=1.3.2=py39h1a9c180_1
-        - krb5=1.19.2=hcc1bbae_3
+        - keyutils=1.6.1=h166bdaf_0
+        - kiwisolver=1.4.2=py39hf939315_1
+        - krb5=1.19.3=h3790be6_0
         - lcms2=2.12=hddcbb42_0
         - ld_impl_linux-64=2.36.1=hea4e1c9_2
         - lerc=3.0=h9c3ff4c_0
         - libaec=1.0.6=h9c3ff4c_0
-        - libblas=3.9.0=13_linux64_openblas
-        - libbrotlicommon=1.0.9=h7f98852_6
-        - libbrotlidec=1.0.9=h7f98852_6
-        - libbrotlienc=1.0.9=h7f98852_6
-        - libcblas=3.9.0=13_linux64_openblas
-        - libcurl=7.81.0=h2574ce0_0
-        - libdeflate=1.8=h7f98852_0
+        - libavif=0.10.1=h166bdaf_0
+        - libblas=3.9.0=14_linux64_openblas
+        - libbrotlicommon=1.0.9=h166bdaf_7
+        - libbrotlidec=1.0.9=h166bdaf_7
+        - libbrotlienc=1.0.9=h166bdaf_7
+        - libcblas=3.9.0=14_linux64_openblas
+        - libcurl=7.83.0=h7bff187_0
+        - libdeflate=1.10=h7f98852_0
         - libedit=3.1.20191231=he28a2e2_2
         - libev=4.33=h516909a_1
         - libffi=3.4.2=h7f98852_5
-        - libgcc-ng=11.2.0=h1d223b6_11
-        - libgfortran-ng=11.2.0=h69a702a_11
-        - libgfortran5=11.2.0=h5c6108e_11
-        - libgomp=11.2.0=h1d223b6_11
+        - libgcc-ng=11.2.0=h1d223b6_16
+        - libgfortran-ng=11.2.0=h69a702a_16
+        - libgfortran5=11.2.0=h5c6108e_16
+        - libgomp=11.2.0=h1d223b6_16
         - libiconv=1.16=h516909a_0
-        - liblapack=3.9.0=13_linux64_openblas
+        - liblapack=3.9.0=14_linux64_openblas
         - libllvm10=10.0.1=he513fc3_3
-        - libnghttp2=1.43.0=h812cca2_1
+        - libnghttp2=1.47.0=h727a467_0
         - libnsl=2.0.0=h7f98852_0
-        - libopenblas=0.3.18=pthreads_h8fe5266_0
+        - libopenblas=0.3.20=pthreads_h78a6416_0
         - libpng=1.6.37=h21135ba_2
         - libsodium=1.0.18=h36c2ea0_1
         - libssh2=1.10.0=ha56f1ee_2
-        - libstdcxx-ng=11.2.0=he4da1e4_11
-        - libtiff=4.3.0=h6f004c6_2
+        - libstdcxx-ng=11.2.0=he4da1e4_16
+        - libtiff=4.3.0=h542a066_3
         - libuuid=2.32.1=h7f98852_1000
         - libuv=1.42.0=h7f98852_0
         - libwebp-base=1.2.2=h7f98852_1
+        - libwebp=1.2.2=h3452ae3_0
+        - libxcb=1.13=h7f98852_1004
         - libxml2=2.9.12=h72842e0_0
         - libxslt=1.1.33=h15afd5d_2
-        - libzlib=1.2.11=h36c2ea0_1013
+        - libzlib=1.2.11=h166bdaf_1014
         - libzopfli=1.0.3=h9c3ff4c_0
         - llvmlite=0.36.0=py39h1bbdace_0
-        - lxml=4.7.1=py39h107f48f_0
+        - lxml=4.8.0=py39hb9d737c_2
         - lz4-c=1.9.3=h9c3ff4c_1
-        - markupsafe=2.0.1=py39h3811e60_1
-        - matplotlib-base=3.5.1=py39h2fa2bec_0
+        - lz4=4.0.0=py39h029007f_1
+        - markupsafe=2.1.1=py39hb9d737c_1
+        - matplotlib-base=3.5.2=py39h700656a_0
         - mistune=0.8.4=py39h3811e60_1005
-        - msgpack-python=1.0.3=py39h1a9c180_0
-        - mypy_extensions=0.4.3=py39hf3d152e_4
-        - nbconvert=6.4.0=py39hf3d152e_0
-        - ncurses=6.3=h9c3ff4c_0
+        - msgpack-python=1.0.3=py39hf939315_1
+        - ncurses=6.3=h27087fc_1
         - nodejs=12.22.6=h8b53aa1_0
         - numba=0.53.1=py39h56b8d98_1
-        - numpy=1.22.1=py39h91f2184_0
+        - numpy=1.22.3=py39hc58783e_2
         - openjpeg=2.4.0=hb52868f_1
-        - openssl=1.1.1l=h7f98852_0
-        - pandas=1.4.0=py39hde0f152_0
-        - pandoc=2.17.0.1=h7f98852_0
-        - pillow=8.4.0=py39ha612740_0
-        - pluggy=1.0.0=py39hf3d152e_2
-        - psutil=5.9.0=py39h3811e60_0
-        - pyrsistent=0.18.1=py39h3811e60_0
-        - pysocks=1.7.1=py39hf3d152e_4
-        - pytest=6.2.5=py39hf3d152e_2
-        - python=3.9.9=h62f1059_0_cpython
-        - pywavelets=1.2.0=py39hce5d2b2_1
-        - pyyaml=6.0=py39h3811e60_3
-        - pyzmq=22.3.0=py39h37b5a0c_1
+        - openssl=1.1.1o=h166bdaf_0
+        - pandas=1.4.2=py39h1832856_1
+        - pandoc=2.18=ha770c72_0
+        - pillow=9.1.0=py39hae2aec6_2
+        - pluggy=1.0.0=py39hf3d152e_3
+        - psutil=5.9.0=py39hb9d737c_1
+        - pthread-stubs=0.4=h36c2ea0_1001
+        - pyrsistent=0.18.1=py39hb9d737c_1
+        - pysocks=1.7.1=py39hf3d152e_5
+        - pytest=7.1.2=py39hf3d152e_0
+        - python=3.9.12=h9a8a25e_1_cpython
+        - pywavelets=1.3.0=py39hd257fcd_1
+        - pyyaml=6.0=py39hb9d737c_4
+        - pyzmq=22.3.0=py39headdf64_2
         - readline=8.1=h46c0cb4_0
-        - scikit-image=0.19.1=py39hde0f152_0
-        - scipy=1.7.3=py39hee8e79c_0
-        - setuptools=59.8.0=py39hf3d152e_0
-        - snappy=1.1.8=he1b5a44_3
-        - sniffio=1.2.0=py39hf3d152e_2
+        - scikit-image=0.19.2=py39hde0f152_0
+        - scipy=1.8.0=py39hee8e79c_1
+        - setuptools=62.1.0=py39hf3d152e_0
+        - snappy=1.1.9=hbd366e4_0
+        - sniffio=1.2.0=py39hf3d152e_3
         - sparqlwrapper=1.8.5=py39hf3d152e_1006
-        - sqlite=3.37.0=h9cd32fc_0
-        - terminado=0.12.1=py39hf3d152e_1
-        - tk=8.6.11=h27826a3_1
-        - tornado=6.1=py39h3811e60_2
-        - typed-ast=1.5.1=py39h3811e60_0
-        - widgetsnbextension=3.5.2=py39hf3d152e_1
+        - sqlite=3.38.5=h4ff8645_0
+        - terminado=0.13.3=py39hf3d152e_1
+        - tk=8.6.12=h27826a3_0
+        - tornado=6.1=py39hb9d737c_3
+        - unicodedata2=14.0.0=py39hb9d737c_1
+        - widgetsnbextension=3.6.0=py39hf3d152e_0
+        - xorg-libxau=1.0.9=h7f98852_0
+        - xorg-libxdmcp=1.1.3=h7f98852_0
         - xz=5.2.5=h516909a_1
         - yaml=0.2.5=h7f98852_2
         - zeromq=4.3.4=h9c3ff4c_1
         - zfp=0.5.5=h9c3ff4c_8
-        - zlib=1.2.11=h36c2ea0_1013
+        - zlib-ng=2.0.6=h166bdaf_0
+        - zlib=1.2.11=h166bdaf_1014
         - zstd=1.5.2=ha95c52a_0
       osx-64:
         - anyio=3.5.0=py39h6e9494a_0
-        - appnope=0.1.2=py39h6e9494a_2
-        - argon2-cffi-bindings=21.2.0=py39h89e85a6_1
-        - blosc=1.21.0=he49afe7_0
-        - bokeh=2.4.2=py39h6e9494a_0
-        - brotli-bin=1.0.9=h0d85af4_6
-        - brotli=1.0.9=h0d85af4_6
-        - brotlipy=0.7.0=py39h89e85a6_1003
+        - aom=3.3.0=h96cf925_1
+        - appnope=0.1.3=pyhd8ed1ab_0
+        - argon2-cffi-bindings=21.2.0=py39h63b48b0_2
+        - blosc=1.21.1=h6b673d3_1
+        - bokeh=2.4.2=py39h6e9494a_1
+        - brotli-bin=1.0.9=h5eb16cf_7
+        - brotli=1.0.9=h5eb16cf_7
+        - brotlipy=0.7.0=py39h63b48b0_1004
         - brunsli=0.1=h046ec9c_0
         - bzip2=1.0.8=h0d85af4_4
         - c-ares=1.18.1=h0d85af4_0
-        - c-blosc2=2.0.4=ha1a4663_1
+        - c-blosc2=2.1.1=h2699725_0
         - ca-certificates=2021.10.8=h033912b_0
-        - certifi=2021.10.8=py39h6e9494a_1
+        - certifi=2021.10.8=py39h6e9494a_2
         - cffi=1.15.0=py39he338e87_0
-        - cfitsio=4.0.0=hb20e66c_0
-        - charls=2.2.0=h046ec9c_0
-        - click=8.0.3=py39h6e9494a_1
-        - coverage=6.2=py39h89e85a6_0
-        - cryptography=36.0.1=py39h209aa08_0
-        - cytoolz=0.11.2=py39h89e85a6_1
-        - debugpy=1.5.1=py39h9fcab8e_0
-        - distributed=2022.1.0=py39h6e9494a_0
-        - fonttools=4.28.5=py39h89e85a6_0
+        - cfitsio=4.1.0=h2c97ad1_0
+        - charls=2.3.4=he49afe7_0
+        - click=8.1.3=py39h6e9494a_0
+        - coverage=6.3.2=py39h63b48b0_2
+        - cryptography=36.0.2=py39h1644bb1_1
+        - cytoolz=0.11.2=py39h63b48b0_2
+        - debugpy=1.6.0=py39hfd1d529_0
+        - fonttools=4.33.3=py39h701faf5_0
         - freetype=2.10.4=h4cff582_1
-        - frozendict=2.2.0=py39h89e85a6_0
+        - frozendict=2.3.2=py39h701faf5_0
         - giflib=5.2.1=hbcb3906_2
         - icu=68.2=he49afe7_0
-        - imagecodecs=2021.11.20=py39h90d8905_1
-        - importlib-metadata=4.10.1=py39h6e9494a_0
-        - ipykernel=6.7.0=py39h71a6800_0
-        - ipython=8.0.1=py39h6e9494a_0
+        - imagecodecs=2022.2.22=py39h42efd52_4
+        - importlib-metadata=4.11.3=py39h6e9494a_1
+        - ipykernel=6.13.0=py39h71a6800_0
+        - ipython=8.3.0=py39h6e9494a_0
         - jbig=2.1=h0d85af4_2003
-        - jedi=0.18.1=py39h6e9494a_0
-        - jpeg=9d=hbcb3906_0
-        - jupyter_core=4.9.1=py39h6e9494a_1
+        - jedi=0.18.1=py39h6e9494a_1
+        - jpeg=9e=h5eb16cf_1
+        - jupyter_core=4.9.2=py39h6e9494a_0
         - jxrlib=1.1=h35c211d_2
-        - kiwisolver=1.3.2=py39hf018cea_1
-        - krb5=1.19.2=hcfbf3a7_3
+        - kiwisolver=1.4.2=py39h7248d28_1
+        - krb5=1.19.3=hb49756b_0
         - lcms2=2.12=h577c468_0
         - lerc=3.0=he49afe7_0
         - libaec=1.0.6=he49afe7_0
-        - libblas=3.9.0=13_osx64_openblas
-        - libbrotlicommon=1.0.9=h0d85af4_6
-        - libbrotlidec=1.0.9=h0d85af4_6
-        - libbrotlienc=1.0.9=h0d85af4_6
-        - libcblas=3.9.0=13_osx64_openblas
-        - libcurl=7.81.0=hf45b732_0
-        - libcxx=12.0.1=habf9029_1
-        - libdeflate=1.8=h0d85af4_0
+        - libavif=0.10.1=h5eb16cf_0
+        - libblas=3.9.0=14_osx64_openblas
+        - libbrotlicommon=1.0.9=h5eb16cf_7
+        - libbrotlidec=1.0.9=h5eb16cf_7
+        - libbrotlienc=1.0.9=h5eb16cf_7
+        - libcblas=3.9.0=14_osx64_openblas
+        - libcurl=7.83.0=h372c54d_0
+        - libcxx=14.0.3=hc203e6f_0
+        - libdeflate=1.10=h0d85af4_0
         - libedit=3.1.20191231=h0678c8f_2
         - libev=4.33=haf1e3a3_1
         - libffi=3.4.2=h0d85af4_5
         - libgfortran5=9.3.0=h6c81a4c_23
         - libgfortran=5.0.0=9_3_0_h6c81a4c_23
         - libiconv=1.16=haf1e3a3_0
-        - liblapack=3.9.0=13_osx64_openblas
+        - liblapack=3.9.0=14_osx64_openblas
         - libllvm10=10.0.1=h009f743_3
-        - libnghttp2=1.43.0=h6f36284_1
-        - libopenblas=0.3.18=openmp_h3351f45_0
+        - libnghttp2=1.47.0=h942079c_0
+        - libopenblas=0.3.20=openmp_hb3cd9ec_0
         - libpng=1.6.37=h7cec526_2
         - libsodium=1.0.18=hbcb3906_1
         - libssh2=1.10.0=h52ee1ee_2
-        - libtiff=4.3.0=hd146c10_2
+        - libtiff=4.3.0=h17f2ce3_3
         - libuv=1.42.0=h0d85af4_0
         - libwebp-base=1.2.2=h0d85af4_1
+        - libwebp=1.2.2=h28dabe5_0
+        - libxcb=1.13=h0d85af4_1004
         - libxml2=2.9.12=h93ec3fd_0
         - libxslt=1.1.33=h5739fc3_2
-        - libzlib=1.2.11=h9173be1_1013
+        - libzlib=1.2.11=h6c3fc93_1014
         - libzopfli=1.0.3=h046ec9c_0
-        - llvm-openmp=12.0.1=hda6cdc1_1
+        - llvm-openmp=14.0.3=ha654fa7_0
         - llvmlite=0.36.0=py39h798a4f4_0
-        - lxml=4.7.1=py39hf41e7f8_0
+        - lxml=4.8.0=py39h63b48b0_2
         - lz4-c=1.9.3=he49afe7_1
-        - markupsafe=2.0.1=py39h89e85a6_1
-        - matplotlib-base=3.5.1=py39hb07454d_0
+        - lz4=4.0.0=py39hb225d64_1
+        - markupsafe=2.1.1=py39h63b48b0_1
+        - matplotlib-base=3.5.2=py39h64a0072_0
         - mistune=0.8.4=py39h89e85a6_1005
-        - msgpack-python=1.0.3=py39hf018cea_0
-        - mypy_extensions=0.4.3=py39h6e9494a_4
-        - nbconvert=6.4.0=py39h6e9494a_0
-        - ncurses=6.3=he49afe7_0
+        - msgpack-python=1.0.3=py39h7248d28_1
+        - ncurses=6.3=h96cf925_1
         - nodejs=12.22.6=hf294227_0
         - numba=0.53.1=py39h32e38f5_1
-        - numpy=1.22.1=py39h9d9ce41_0
+        - numpy=1.22.3=py39h214027c_2
         - openjpeg=2.4.0=h6e7aa92_1
-        - openssl=1.1.1l=h0d85af4_0
-        - pandas=1.4.0=py39h4d6be9b_0
-        - pandoc=2.17.0.1=h0d85af4_0
-        - pillow=8.4.0=py39he9bb72f_0
-        - pluggy=1.0.0=py39h6e9494a_2
-        - psutil=5.9.0=py39h89e85a6_0
-        - pyrsistent=0.18.1=py39h89e85a6_0
-        - pysocks=1.7.1=py39h6e9494a_4
-        - pytest=6.2.5=py39h6e9494a_2
-        - python=3.9.9=h1248fe1_0_cpython
-        - pywavelets=1.2.0=py39hc89836e_1
-        - pyyaml=6.0=py39h89e85a6_3
-        - pyzmq=22.3.0=py39h7fec2f1_1
+        - openssl=1.1.1o=hfe4f2af_0
+        - pandas=1.4.2=py39hbd61c47_1
+        - pandoc=2.18=h694c41f_0
+        - pillow=9.1.0=py39hd2c7aa1_2
+        - pluggy=1.0.0=py39h6e9494a_3
+        - psutil=5.9.0=py39h63b48b0_1
+        - pthread-stubs=0.4=hc929b4f_1001
+        - pyrsistent=0.18.1=py39h63b48b0_1
+        - pysocks=1.7.1=py39h6e9494a_5
+        - pytest=7.1.2=py39h6e9494a_0
+        - python=3.9.12=h8b4d769_1_cpython
+        - pywavelets=1.3.0=py39h86b5767_1
+        - pyyaml=6.0=py39h63b48b0_4
+        - pyzmq=22.3.0=py39hc2dc7ec_2
         - readline=8.1=h05e3726_0
-        - scikit-image=0.19.1=py39h4d6be9b_0
-        - scipy=1.7.3=py39h056f1c0_0
-        - setuptools=59.8.0=py39h6e9494a_0
-        - snappy=1.1.8=hb1e8313_3
-        - sniffio=1.2.0=py39h6e9494a_2
+        - scikit-image=0.19.2=py39h4d6be9b_0
+        - scipy=1.8.0=py39h056f1c0_1
+        - setuptools=62.1.0=py39h6e9494a_0
+        - snappy=1.1.9=h6e38e02_0
+        - sniffio=1.2.0=py39h6e9494a_3
         - sparqlwrapper=1.8.5=py39h6e9494a_1006
-        - sqlite=3.37.0=h23a322b_0
-        - terminado=0.12.1=py39h6e9494a_1
-        - tk=8.6.11=h5dbffcc_1
-        - tornado=6.1=py39h89e85a6_2
-        - typed-ast=1.5.1=py39h89e85a6_0
-        - widgetsnbextension=3.5.2=py39h6e9494a_1
+        - sqlite=3.38.5=hd9f0692_0
+        - terminado=0.13.3=py39h6e9494a_1
+        - tk=8.6.12=h5dbffcc_0
+        - tornado=6.1=py39h63b48b0_3
+        - unicodedata2=14.0.0=py39h63b48b0_1
+        - widgetsnbextension=3.6.0=py39h6e9494a_0
+        - xorg-libxau=1.0.9=h35c211d_0
+        - xorg-libxdmcp=1.1.3=h35c211d_0
         - xz=5.2.5=haf1e3a3_1
         - yaml=0.2.5=h0d85af4_2
         - zeromq=4.3.4=he49afe7_1
         - zfp=0.5.5=h4a89273_8
-        - zlib=1.2.11=h9173be1_1013
+        - zlib-ng=2.0.6=hac89ed1_0
+        - zlib=1.2.11=h6c3fc93_1014
         - zstd=1.5.2=h582d3a0_0
       win-64:
         - anyio=3.5.0=py39hcbf5309_0
-        - argon2-cffi-bindings=21.2.0=py39hb82d6ee_1
+        - aom=3.3.0=h0e60522_1
+        - argon2-cffi-bindings=21.2.0=py39hb82d6ee_2
         - atomicwrites=1.4.0=pyh9f0ad1d_0
-        - blosc=1.21.0=h0e60522_0
-        - bokeh=2.4.2=py39hcbf5309_0
-        - brotli-bin=1.0.9=h8ffe710_6
-        - brotli=1.0.9=h8ffe710_6
-        - brotlipy=0.7.0=py39hb82d6ee_1003
+        - blosc=1.21.1=hf5c711b_1
+        - bokeh=2.4.2=py39hcbf5309_1
+        - brotli-bin=1.0.9=h8ffe710_7
+        - brotli=1.0.9=h8ffe710_7
+        - brotlipy=0.7.0=py39hb82d6ee_1004
         - bzip2=1.0.8=h8ffe710_4
-        - c-blosc2=2.0.4=h09319c2_1
+        - c-blosc2=2.1.1=h09319c2_0
         - ca-certificates=2021.10.8=h5b45459_0
-        - certifi=2021.10.8=py39hcbf5309_1
+        - certifi=2021.10.8=py39hcbf5309_2
         - cffi=1.15.0=py39h0878f49_0
-        - cfitsio=4.0.0=hd67004f_0
-        - charls=2.2.0=h39d44d4_0
-        - click=8.0.3=py39hcbf5309_1
-        - coverage=6.2=py39hb82d6ee_0
-        - cryptography=36.0.1=py39h7bc7c5c_0
-        - cytoolz=0.11.2=py39hb82d6ee_1
-        - debugpy=1.5.1=py39h415ef7b_0
-        - distributed=2022.1.0=py39hcbf5309_0
-        - fonttools=4.28.5=py39hb82d6ee_0
+        - cfitsio=4.1.0=h5a969a9_0
+        - charls=2.3.4=h39d44d4_0
+        - click=8.1.3=py39hcbf5309_0
+        - coverage=6.3.2=py39hb82d6ee_2
+        - cryptography=36.0.2=py39h7bc7c5c_1
+        - cytoolz=0.11.2=py39hb82d6ee_2
+        - debugpy=1.6.0=py39h415ef7b_0
+        - fonttools=4.33.3=py39hb82d6ee_0
         - freetype=2.10.4=h546665d_1
-        - frozendict=2.2.0=py39hb82d6ee_0
+        - frozendict=2.3.2=py39hb82d6ee_0
         - giflib=5.2.1=h8d14728_2
-        - imagecodecs=2021.11.20=py39he391c9c_1
-        - importlib-metadata=4.10.1=py39hcbf5309_0
+        - imagecodecs=2022.2.22=py39hc1e9cd8_4
+        - importlib-metadata=4.11.3=py39hcbf5309_1
         - intel-openmp=2022.0.0=h57928b3_3663
-        - ipykernel=6.7.0=py39h832f523_0
-        - ipython=8.0.1=py39hcbf5309_0
+        - ipykernel=6.13.0=py39h832f523_0
+        - ipython=8.3.0=py39hcbf5309_0
         - jbig=2.1=h8d14728_2003
-        - jedi=0.18.1=py39hcbf5309_0
-        - jpeg=9d=h8ffe710_0
-        - jupyter_core=4.9.1=py39hcbf5309_1
+        - jedi=0.18.1=py39hcbf5309_1
+        - jpeg=9e=h8ffe710_1
+        - jupyter_core=4.9.2=py39hcbf5309_0
         - jxrlib=1.1=h8ffe710_2
-        - kiwisolver=1.3.2=py39h2e07f2f_1
-        - krb5=1.19.2=h20d022d_3
+        - kiwisolver=1.4.2=py39h2e07f2f_1
+        - krb5=1.19.3=h1176d77_0
         - lcms2=2.12=h2a16943_0
         - lerc=3.0=h0e60522_0
         - libaec=1.0.6=h39d44d4_0
-        - libblas=3.9.0=13_win64_mkl
-        - libbrotlicommon=1.0.9=h8ffe710_6
-        - libbrotlidec=1.0.9=h8ffe710_6
-        - libbrotlienc=1.0.9=h8ffe710_6
-        - libcblas=3.9.0=13_win64_mkl
-        - libcurl=7.81.0=h789b8ee_0
-        - libdeflate=1.8=h8ffe710_0
+        - libavif=0.10.1=h8ffe710_0
+        - libblas=3.9.0=8_mkl
+        - libbrotlicommon=1.0.9=h8ffe710_7
+        - libbrotlidec=1.0.9=h8ffe710_7
+        - libbrotlienc=1.0.9=h8ffe710_7
+        - libcblas=3.9.0=8_mkl
+        - libcurl=7.83.0=h789b8ee_0
+        - libdeflate=1.10=h8ffe710_0
         - libffi=3.4.2=h8ffe710_5
         - libiconv=1.16=he774522_0
-        - liblapack=3.9.0=13_win64_mkl
+        - liblapack=3.9.0=8_mkl
         - libpng=1.6.37=h1d00b33_2
         - libsodium=1.0.18=h8d14728_1
         - libssh2=1.10.0=h680486a_2
-        - libtiff=4.3.0=hd413186_2
+        - libtiff=4.3.0=hc4061b1_3
         - libwebp-base=1.2.2=h8ffe710_1
-        - libxml2=2.9.12=hf5bbc77_1
-        - libxslt=1.1.33=h65864e5_3
-        - libzlib=1.2.11=h8ffe710_1013
+        - libwebp=1.2.2=h57928b3_0
+        - libxcb=1.13=hcd874cb_1004
+        - libxml2=2.9.14=hf5bbc77_0
+        - libxslt=1.1.33=h34f844d_4
+        - libzlib=1.2.11=h8ffe710_1014
         - libzopfli=1.0.3=h0e60522_0
         - llvmlite=0.36.0=py39ha0cd8c8_0
-        - lxml=4.7.1=py39h4fd7cdf_0
+        - lxml=4.8.0=py39hb82d6ee_3
         - lz4-c=1.9.3=h8ffe710_1
+        - lz4=4.0.0=py39h0878066_1
         - m2w64-gcc-libgfortran=5.3.0=6
         - m2w64-gcc-libs-core=5.3.0=7
         - m2w64-gcc-libs=5.3.0=7
         - m2w64-gmp=6.1.0=2
         - m2w64-libwinpthread-git=5.0.0.4634.697f757=2
-        - markupsafe=2.0.1=py39hb82d6ee_1
-        - matplotlib-base=3.5.1=py39h581301d_0
+        - markupsafe=2.1.1=py39hb82d6ee_1
+        - matplotlib-base=3.5.2=py39h581301d_0
         - mistune=0.8.4=py39hb82d6ee_1005
-        - mkl=2022.0.0=h0e2418a_796
-        - msgpack-python=1.0.3=py39h2e07f2f_0
+        - mkl=2020.4=hb70f87d_311
+        - msgpack-python=1.0.3=py39h2e07f2f_1
         - msys2-conda-epoch=20160418=1
-        - mypy_extensions=0.4.3=py39hcbf5309_4
-        - nbconvert=6.4.0=py39hcbf5309_0
         - nodejs=12.22.6=h57928b3_0
-        - numba=0.53.0=py39h69f9ab1_0
-        - numpy=1.22.1=py39h6331f09_0
+        - numba=0.53.1=py39hb8cd55e_1
+        - numpy=1.22.3=py39h0948cea_2
         - openjpeg=2.4.0=hb211442_1
-        - openssl=1.1.1l=h8ffe710_0
-        - pandas=1.4.0=py39h2e25243_0
-        - pandoc=2.17.0.1=h8ffe710_0
-        - pillow=8.4.0=py39h916092e_0
-        - pluggy=1.0.0=py39hcbf5309_2
-        - psutil=5.9.0=py39hb82d6ee_0
-        - pyrsistent=0.18.1=py39hb82d6ee_0
-        - pysocks=1.7.1=py39hcbf5309_4
-        - pytest=6.2.5=py39hcbf5309_2
-        - python=3.9.9=h9a09f29_0_cpython
-        - pywavelets=1.2.0=py39h5d4886f_1
+        - openssl=1.1.1o=h8ffe710_0
+        - pandas=1.4.2=py39h2e25243_1
+        - pandoc=2.18=h57928b3_0
+        - pillow=9.1.0=py39ha53f419_2
+        - pluggy=1.0.0=py39hcbf5309_3
+        - psutil=5.9.0=py39hb82d6ee_1
+        - pthread-stubs=0.4=hcd874cb_1001
+        - pyrsistent=0.18.1=py39hb82d6ee_1
+        - pysocks=1.7.1=py39hcbf5309_5
+        - pytest=7.1.2=py39hcbf5309_0
+        - python=3.9.12=h9a09f29_1_cpython
+        - pywavelets=1.3.0=py39h5d4886f_1
         - pywin32=303=py39hb82d6ee_0
-        - pywinpty=1.1.6=py39h99910a6_0
-        - pyyaml=6.0=py39hb82d6ee_3
-        - pyzmq=22.3.0=py39he46f08e_1
-        - scikit-image=0.19.1=py39h2e25243_0
-        - scipy=1.7.3=py39hc0c34ad_0
-        - setuptools=59.8.0=py39hcbf5309_0
-        - snappy=1.1.8=ha925a31_3
-        - sniffio=1.2.0=py39hcbf5309_2
+        - pywinpty=2.0.5=py39h99910a6_1
+        - pyyaml=6.0=py39hb82d6ee_4
+        - pyzmq=22.3.0=py39he46f08e_2
+        - scikit-image=0.19.2=py39h2e25243_0
+        - scipy=1.8.0=py39hc0c34ad_1
+        - setuptools=62.1.0=py39hcbf5309_0
+        - snappy=1.1.9=h82413e6_0
+        - sniffio=1.2.0=py39hcbf5309_3
         - sparqlwrapper=1.8.5=py39hcbf5309_1006
-        - sqlite=3.37.0=h8ffe710_0
-        - tbb=2021.5.0=h2d74725_0
-        - terminado=0.12.1=py39hcbf5309_1
-        - tk=8.6.11=h8ffe710_1
-        - tornado=6.1=py39hb82d6ee_2
-        - typed-ast=1.5.2=py39hb82d6ee_0
+        - sqlite=3.38.5=h8ffe710_0
+        - terminado=0.13.3=py39hcbf5309_1
+        - tk=8.6.12=h8ffe710_0
+        - tornado=6.1=py39hb82d6ee_3
         - ucrt=10.0.20348.0=h57928b3_0
+        - unicodedata2=14.0.0=py39hb82d6ee_1
         - vc=14.2=hb210afc_6
         - vs2015_runtime=14.29.30037=h902a5da_6
-        - widgetsnbextension=3.5.2=py39hcbf5309_1
-        - win_inet_pton=1.1.0=py39hcbf5309_3
+        - widgetsnbextension=3.6.0=py39hcbf5309_0
+        - win_inet_pton=1.1.0=py39hcbf5309_4
         - winpty=0.4.3=4
+        - xorg-libxau=1.0.9=hcd874cb_0
+        - xorg-libxdmcp=1.1.3=hcd874cb_0
         - xz=5.2.5=h62dcd97_1
         - yaml=0.2.5=h8ffe710_2
         - zeromq=4.3.4=h0e60522_1
         - zfp=0.5.5=h0e60522_8
-        - zlib=1.2.11=h8ffe710_1013
+        - zlib=1.2.11=h8ffe710_1014
         - zstd=1.5.2=h6255e5f_0
   qa:
     locked: true
@@ -519,218 +540,224 @@ env_specs:
         - argon2-cffi=21.3.0=pyhd8ed1ab_0
         - asttokens=2.0.5=pyhd8ed1ab_0
         - attrs=21.4.0=pyhd8ed1ab_0
-        - babel=2.9.1=pyh44b312d_0
+        - babel=2.10.1=pyhd8ed1ab_0
         - backcall=0.2.0=pyh9f0ad1d_0
         - backports.functools_lru_cache=1.6.4=pyhd8ed1ab_0
         - backports=1.0=py_2
-        - black=21.12b0=pyhd8ed1ab_0
-        - bleach=4.1.0=pyhd8ed1ab_0
-        - charset-normalizer=2.0.10=pyhd8ed1ab_0
+        - beautifulsoup4=4.11.1=pyha770c72_0
+        - black=22.3.0=pyhd8ed1ab_0
+        - bleach=5.0.0=pyhd8ed1ab_0
+        - charset-normalizer=2.0.12=pyhd8ed1ab_0
         - dataclasses=0.8=pyhc8e2a94_3
         - decorator=5.1.1=pyhd8ed1ab_0
         - defusedxml=0.7.1=pyhd8ed1ab_0
-        - executing=0.8.2=pyhd8ed1ab_0
-        - flake8=4.0.1=pyhd8ed1ab_1
-        - flit-core=3.6.0=pyhd8ed1ab_0
+        - entrypoints=0.4=pyhd8ed1ab_0
+        - executing=0.8.3=pyhd8ed1ab_0
+        - flake8=4.0.1=pyhd8ed1ab_2
+        - flit-core=3.7.1=pyhd8ed1ab_0
         - idna=3.3=pyhd8ed1ab_0
-        - importlib_resources=5.4.0=pyhd8ed1ab_0
+        - importlib_metadata=4.11.3=hd8ed1ab_1
+        - importlib_resources=5.7.1=pyhd8ed1ab_0
         - ipython_genutils=0.2.0=py_1
         - isort=5.10.1=pyhd8ed1ab_0
-        - jinja2=3.0.3=pyhd8ed1ab_0
+        - jinja2=3.1.2=pyhd8ed1ab_0
         - json5=0.9.5=pyh9f0ad1d_0
-        - jsonschema=4.4.0=pyhd8ed1ab_0
-        - jupyter_client=7.1.2=pyhd8ed1ab_0
-        - jupyter_server=1.13.4=pyhd8ed1ab_0
-        - jupyterlab=3.2.8=pyhd8ed1ab_0
-        - jupyterlab_pygments=0.1.2=pyh9f0ad1d_0
-        - jupyterlab_server=2.10.3=pyhd8ed1ab_0
+        - jsonschema=4.5.1=pyhd8ed1ab_0
+        - jupyter_client=7.3.1=pyhd8ed1ab_0
+        - jupyter_server=1.17.0=pyhd8ed1ab_0
+        - jupyterlab=3.4.0=pyhd8ed1ab_0
+        - jupyterlab_pygments=0.2.2=pyhd8ed1ab_0
+        - jupyterlab_server=2.13.0=pyhd8ed1ab_1
         - matplotlib-inline=0.1.3=pyhd8ed1ab_0
         - mccabe=0.6.1=py_1
-        - nbclassic=0.3.5=pyhd8ed1ab_0
-        - nbclient=0.5.10=pyhd8ed1ab_1
-        - nbformat=5.1.3=pyhd8ed1ab_0
-        - nest-asyncio=1.5.4=pyhd8ed1ab_0
-        - notebook=6.4.7=pyha770c72_0
+        - nbclassic=0.3.7=pyhd8ed1ab_0
+        - nbclient=0.6.3=pyhd8ed1ab_0
+        - nbconvert-core=6.5.0=pyhd8ed1ab_0
+        - nbconvert-pandoc=6.5.0=pyhd8ed1ab_0
+        - nbconvert=6.5.0=pyhd8ed1ab_0
+        - nbformat=5.4.0=pyhd8ed1ab_0
+        - nest-asyncio=1.5.5=pyhd8ed1ab_0
+        - notebook-shim=0.1.0=pyhd8ed1ab_0
+        - notebook=6.4.11=pyha770c72_0
         - packaging=21.3=pyhd8ed1ab_0
         - pandocfilters=1.5.0=pyhd8ed1ab_0
         - parso=0.8.3=pyhd8ed1ab_0
         - pathspec=0.9.0=pyhd8ed1ab_0
-        - platformdirs=2.3.0=pyhd8ed1ab_0
-        - prometheus_client=0.12.0=pyhd8ed1ab_0
-        - prompt-toolkit=3.0.24=pyha770c72_0
+        - pickleshare=0.7.5=py_1003
+        - platformdirs=2.5.1=pyhd8ed1ab_0
+        - prometheus_client=0.14.1=pyhd8ed1ab_0
+        - prompt-toolkit=3.0.29=pyha770c72_0
         - pure_eval=0.2.2=pyhd8ed1ab_0
         - pycodestyle=2.8.0=pyhd8ed1ab_0
         - pycparser=2.21=pyhd8ed1ab_0
         - pyflakes=2.4.0=pyhd8ed1ab_0
-        - pygments=2.11.2=pyhd8ed1ab_0
-        - pyopenssl=21.0.0=pyhd8ed1ab_0
-        - pyparsing=3.0.7=pyhd8ed1ab_0
+        - pygments=2.12.0=pyhd8ed1ab_0
+        - pyopenssl=22.0.0=pyhd8ed1ab_0
+        - pyparsing=3.0.8=pyhd8ed1ab_0
         - python-dateutil=2.8.2=pyhd8ed1ab_0
+        - python-fastjsonschema=2.15.3=pyhd8ed1ab_0
         - python_abi=3.9=2_cp39
-        - pytz=2021.3=pyhd8ed1ab_0
+        - pytz=2022.1=pyhd8ed1ab_0
         - requests=2.27.1=pyhd8ed1ab_0
         - send2trash=1.8.0=pyhd8ed1ab_0
         - six=1.16.0=pyh6c4a22f_0
-        - stack_data=0.1.4=pyhd8ed1ab_0
-        - testpath=0.5.0=pyhd8ed1ab_0
-        - tomli=1.2.2=pyhd8ed1ab_0
+        - soupsieve=2.3.1=pyhd8ed1ab_0
+        - stack_data=0.2.0=pyhd8ed1ab_0
+        - tinycss2=1.1.1=pyhd8ed1ab_0
+        - tomli=2.0.1=pyhd8ed1ab_0
         - traitlets=5.1.1=pyhd8ed1ab_0
-        - typing_extensions=4.0.1=pyha770c72_0
-        - tzdata=2021e=he74cb21_0
-        - urllib3=1.26.8=pyhd8ed1ab_1
+        - typing_extensions=4.2.0=pyha770c72_1
+        - tzdata=2022a=h191b570_0
+        - urllib3=1.26.9=pyhd8ed1ab_0
         - wcwidth=0.2.5=pyh9f0ad1d_2
         - webencodings=0.5.1=py_1
-        - websocket-client=1.2.3=pyhd8ed1ab_0
-        - zipp=3.7.0=pyhd8ed1ab_0
+        - websocket-client=1.3.2=pyhd8ed1ab_0
+        - zipp=3.8.0=pyhd8ed1ab_0
       unix:
-        - entrypoints=0.3=pyhd8ed1ab_1003
         - pexpect=4.8.0=pyh9f0ad1d_2
-        - pickleshare=0.7.5=py_1003
         - ptyprocess=0.7.0=pyhd3deb0d_0
       linux-64:
         - _libgcc_mutex=0.1=conda_forge
-        - _openmp_mutex=4.5=1_gnu
+        - _openmp_mutex=4.5=2_gnu
         - anyio=3.5.0=py39hf3d152e_0
-        - argon2-cffi-bindings=21.2.0=py39h3811e60_1
-        - brotlipy=0.7.0=py39h3811e60_1003
+        - argon2-cffi-bindings=21.2.0=py39hb9d737c_2
+        - brotlipy=0.7.0=py39hb9d737c_1004
         - bzip2=1.0.8=h7f98852_4
         - ca-certificates=2021.10.8=ha878542_0
-        - certifi=2021.10.8=py39hf3d152e_1
+        - certifi=2021.10.8=py39hf3d152e_2
         - cffi=1.15.0=py39h4bc2ebd_0
-        - click=8.0.3=py39hf3d152e_1
-        - cryptography=36.0.1=py39h95dcef6_0
-        - debugpy=1.5.1=py39he80948d_0
+        - click=8.1.3=py39hf3d152e_0
+        - cryptography=36.0.2=py39hd97740a_1
+        - debugpy=1.6.0=py39h5a03fae_0
         - icu=68.2=h9c3ff4c_0
-        - importlib-metadata=4.2.0=py39hf3d152e_0
-        - ipykernel=6.7.0=py39hef51801_0
-        - ipython=8.0.1=py39hf3d152e_0
-        - jedi=0.18.1=py39hf3d152e_0
-        - jupyter_core=4.9.1=py39hf3d152e_1
+        - importlib-metadata=4.11.3=py39hf3d152e_1
+        - ipykernel=6.13.0=py39hef51801_0
+        - ipython=8.3.0=py39hf3d152e_0
+        - jedi=0.18.1=py39hf3d152e_1
+        - jupyter_core=4.9.2=py39hf3d152e_0
         - ld_impl_linux-64=2.36.1=hea4e1c9_2
         - libffi=3.4.2=h7f98852_5
-        - libgcc-ng=11.2.0=h1d223b6_11
-        - libgomp=11.2.0=h1d223b6_11
+        - libgcc-ng=11.2.0=h1d223b6_16
+        - libgomp=11.2.0=h1d223b6_16
         - libnsl=2.0.0=h7f98852_0
         - libsodium=1.0.18=h36c2ea0_1
-        - libstdcxx-ng=11.2.0=he4da1e4_11
+        - libstdcxx-ng=11.2.0=he4da1e4_16
         - libuuid=2.32.1=h7f98852_1000
         - libuv=1.42.0=h7f98852_0
-        - libzlib=1.2.11=h36c2ea0_1013
-        - markupsafe=2.0.1=py39h3811e60_1
+        - libzlib=1.2.11=h166bdaf_1014
+        - markupsafe=2.1.1=py39hb9d737c_1
         - mistune=0.8.4=py39h3811e60_1005
-        - mypy_extensions=0.4.3=py39hf3d152e_4
-        - nbconvert=6.4.0=py39hf3d152e_0
-        - ncurses=6.3=h9c3ff4c_0
+        - mypy_extensions=0.4.3=py39hf3d152e_5
+        - ncurses=6.3=h27087fc_1
         - nodejs=12.22.6=h8b53aa1_0
-        - openssl=1.1.1l=h7f98852_0
-        - pandoc=2.17.0.1=h7f98852_0
-        - pyrsistent=0.18.1=py39h3811e60_0
-        - pysocks=1.7.1=py39hf3d152e_4
-        - python=3.9.9=h62f1059_0_cpython
-        - pyzmq=22.3.0=py39h37b5a0c_1
+        - openssl=1.1.1o=h166bdaf_0
+        - pandoc=2.18=ha770c72_0
+        - psutil=5.9.0=py39hb9d737c_1
+        - pyrsistent=0.18.1=py39hb9d737c_1
+        - pysocks=1.7.1=py39hf3d152e_5
+        - python=3.9.12=h9a8a25e_1_cpython
+        - pyzmq=22.3.0=py39headdf64_2
         - readline=8.1=h46c0cb4_0
-        - setuptools=60.5.0=py39hf3d152e_0
-        - sniffio=1.2.0=py39hf3d152e_2
-        - sqlite=3.37.0=h9cd32fc_0
-        - terminado=0.12.1=py39hf3d152e_1
-        - tk=8.6.11=h27826a3_1
-        - tornado=6.1=py39h3811e60_2
-        - typed-ast=1.5.1=py39h3811e60_0
+        - setuptools=62.1.0=py39hf3d152e_0
+        - sniffio=1.2.0=py39hf3d152e_3
+        - sqlite=3.38.5=h4ff8645_0
+        - terminado=0.13.3=py39hf3d152e_1
+        - tk=8.6.12=h27826a3_0
+        - tornado=6.1=py39hb9d737c_3
+        - typed-ast=1.5.3=py39hb9d737c_0
         - xz=5.2.5=h516909a_1
         - zeromq=4.3.4=h9c3ff4c_1
-        - zlib=1.2.11=h36c2ea0_1013
+        - zlib=1.2.11=h166bdaf_1014
       osx-64:
         - anyio=3.5.0=py39h6e9494a_0
-        - appnope=0.1.2=py39h6e9494a_2
-        - argon2-cffi-bindings=21.2.0=py39h89e85a6_1
-        - brotlipy=0.7.0=py39h89e85a6_1003
+        - appnope=0.1.3=pyhd8ed1ab_0
+        - argon2-cffi-bindings=21.2.0=py39h63b48b0_2
+        - brotlipy=0.7.0=py39h63b48b0_1004
         - bzip2=1.0.8=h0d85af4_4
         - ca-certificates=2021.10.8=h033912b_0
-        - certifi=2021.10.8=py39h6e9494a_1
+        - certifi=2021.10.8=py39h6e9494a_2
         - cffi=1.15.0=py39he338e87_0
-        - click=8.0.3=py39h6e9494a_1
-        - cryptography=36.0.1=py39h209aa08_0
-        - debugpy=1.5.1=py39h9fcab8e_0
+        - click=8.1.3=py39h6e9494a_0
+        - cryptography=36.0.2=py39h1644bb1_1
+        - debugpy=1.6.0=py39hfd1d529_0
         - icu=68.2=he49afe7_0
-        - importlib-metadata=4.2.0=py39h6e9494a_0
-        - ipykernel=6.7.0=py39h71a6800_0
-        - ipython=8.0.1=py39h6e9494a_0
-        - jedi=0.18.1=py39h6e9494a_0
-        - jupyter_core=4.9.1=py39h6e9494a_1
-        - libcxx=12.0.1=habf9029_1
+        - importlib-metadata=4.11.3=py39h6e9494a_1
+        - ipykernel=6.13.0=py39h71a6800_0
+        - ipython=8.3.0=py39h6e9494a_0
+        - jedi=0.18.1=py39h6e9494a_1
+        - jupyter_core=4.9.2=py39h6e9494a_0
+        - libcxx=14.0.3=hc203e6f_0
         - libffi=3.4.2=h0d85af4_5
         - libsodium=1.0.18=hbcb3906_1
         - libuv=1.42.0=h0d85af4_0
-        - libzlib=1.2.11=h9173be1_1013
-        - markupsafe=2.0.1=py39h89e85a6_1
+        - libzlib=1.2.11=h6c3fc93_1014
+        - markupsafe=2.1.1=py39h63b48b0_1
         - mistune=0.8.4=py39h89e85a6_1005
-        - mypy_extensions=0.4.3=py39h6e9494a_4
-        - nbconvert=6.4.0=py39h6e9494a_0
-        - ncurses=6.3=he49afe7_0
+        - mypy_extensions=0.4.3=py39h6e9494a_5
+        - ncurses=6.3=h96cf925_1
         - nodejs=12.22.6=hf294227_0
-        - openssl=1.1.1l=h0d85af4_0
-        - pandoc=2.17.0.1=h0d85af4_0
-        - pyrsistent=0.18.1=py39h89e85a6_0
-        - pysocks=1.7.1=py39h6e9494a_4
-        - python=3.9.9=h1248fe1_0_cpython
-        - pyzmq=22.3.0=py39h7fec2f1_1
+        - openssl=1.1.1o=hfe4f2af_0
+        - pandoc=2.18=h694c41f_0
+        - psutil=5.9.0=py39h63b48b0_1
+        - pyrsistent=0.18.1=py39h63b48b0_1
+        - pysocks=1.7.1=py39h6e9494a_5
+        - python=3.9.12=h8b4d769_1_cpython
+        - pyzmq=22.3.0=py39hc2dc7ec_2
         - readline=8.1=h05e3726_0
-        - setuptools=60.5.0=py39h6e9494a_0
-        - sniffio=1.2.0=py39h6e9494a_2
-        - sqlite=3.37.0=h23a322b_0
-        - terminado=0.12.1=py39h6e9494a_1
-        - tk=8.6.11=h5dbffcc_1
-        - tornado=6.1=py39h89e85a6_2
-        - typed-ast=1.5.1=py39h89e85a6_0
+        - setuptools=62.1.0=py39h6e9494a_0
+        - sniffio=1.2.0=py39h6e9494a_3
+        - sqlite=3.38.5=hd9f0692_0
+        - terminado=0.13.3=py39h6e9494a_1
+        - tk=8.6.12=h5dbffcc_0
+        - tornado=6.1=py39h63b48b0_3
+        - typed-ast=1.5.3=py39h63b48b0_0
         - xz=5.2.5=haf1e3a3_1
         - zeromq=4.3.4=he49afe7_1
-        - zlib=1.2.11=h9173be1_1013
+        - zlib=1.2.11=h6c3fc93_1014
       win-64:
         - anyio=3.5.0=py39hcbf5309_0
-        - argon2-cffi-bindings=21.2.0=py39hb82d6ee_1
-        - brotlipy=0.7.0=py39hb82d6ee_1003
+        - argon2-cffi-bindings=21.2.0=py39hb82d6ee_2
+        - brotlipy=0.7.0=py39hb82d6ee_1004
         - bzip2=1.0.8=h8ffe710_4
         - ca-certificates=2021.10.8=h5b45459_0
-        - certifi=2021.10.8=py39hcbf5309_1
+        - certifi=2021.10.8=py39hcbf5309_2
         - cffi=1.15.0=py39h0878f49_0
-        - click=8.0.3=py39hcbf5309_1
+        - click=8.1.3=py39hcbf5309_0
         - colorama=0.4.4=pyh9f0ad1d_0
-        - cryptography=36.0.1=py39h7bc7c5c_0
-        - debugpy=1.5.1=py39h415ef7b_0
-        - entrypoints=0.3=py39hde42818_1002
-        - importlib-metadata=4.2.0=py39hcbf5309_0
-        - ipykernel=6.7.0=py39h832f523_0
-        - ipython=8.0.1=py39hcbf5309_0
-        - jedi=0.18.1=py39hcbf5309_0
-        - jupyter_core=4.9.1=py39hcbf5309_1
+        - cryptography=36.0.2=py39h7bc7c5c_1
+        - debugpy=1.6.0=py39h415ef7b_0
+        - importlib-metadata=4.11.3=py39hcbf5309_1
+        - ipykernel=6.13.0=py39h832f523_0
+        - ipython=8.3.0=py39hcbf5309_0
+        - jedi=0.18.1=py39hcbf5309_1
+        - jupyter_core=4.9.2=py39hcbf5309_0
         - libffi=3.4.2=h8ffe710_5
         - libsodium=1.0.18=h8d14728_1
-        - libzlib=1.2.11=h8ffe710_1013
-        - markupsafe=2.0.1=py39hb82d6ee_1
+        - libzlib=1.2.11=h8ffe710_1014
+        - markupsafe=2.1.1=py39hb82d6ee_1
         - mistune=0.8.4=py39hb82d6ee_1005
-        - mypy_extensions=0.4.3=py39hcbf5309_4
-        - nbconvert=6.4.0=py39hcbf5309_0
+        - mypy_extensions=0.4.3=py39hcbf5309_5
         - nodejs=12.22.6=h57928b3_0
-        - openssl=1.1.1l=h8ffe710_0
-        - pandoc=2.17.0.1=h8ffe710_0
-        - pickleshare=0.7.5=py39hde42818_1002
-        - pyrsistent=0.18.1=py39hb82d6ee_0
-        - pysocks=1.7.1=py39hcbf5309_4
-        - python=3.9.9=h9a09f29_0_cpython
+        - openssl=1.1.1o=h8ffe710_0
+        - pandoc=2.18=h57928b3_0
+        - psutil=5.9.0=py39hb82d6ee_1
+        - pyrsistent=0.18.1=py39hb82d6ee_1
+        - pysocks=1.7.1=py39hcbf5309_5
+        - python=3.9.12=h9a09f29_1_cpython
         - pywin32=303=py39hb82d6ee_0
-        - pywinpty=1.1.6=py39h99910a6_0
-        - pyzmq=22.3.0=py39he46f08e_1
-        - setuptools=60.5.0=py39hcbf5309_0
-        - sniffio=1.2.0=py39hcbf5309_2
-        - sqlite=3.37.0=h8ffe710_0
-        - terminado=0.12.1=py39hcbf5309_1
-        - tk=8.6.11=h8ffe710_1
-        - tornado=6.1=py39hb82d6ee_2
-        - typed-ast=1.5.1=py39hb82d6ee_0
+        - pywinpty=2.0.5=py39h99910a6_1
+        - pyzmq=22.3.0=py39he46f08e_2
+        - setuptools=62.1.0=py39hcbf5309_0
+        - sniffio=1.2.0=py39hcbf5309_3
+        - sqlite=3.38.5=h8ffe710_0
+        - terminado=0.13.3=py39hcbf5309_1
+        - tk=8.6.12=h8ffe710_0
+        - tornado=6.1=py39hb82d6ee_3
+        - typed-ast=1.5.3=py39hb82d6ee_0
         - ucrt=10.0.20348.0=h57928b3_0
         - vc=14.2=hb210afc_6
         - vs2015_runtime=14.29.30037=h902a5da_6
-        - win_inet_pton=1.1.0=py39hcbf5309_3
+        - win_inet_pton=1.1.0=py39hcbf5309_4
         - winpty=0.4.3=4
         - xz=5.2.5=h62dcd97_1
         - zeromq=4.3.4=h0e60522_1
@@ -743,132 +770,139 @@ env_specs:
       - win-64
     packages:
       all:
-        - bleach=4.1.0=pyhd8ed1ab_0
-        - charset-normalizer=2.0.10=pyhd8ed1ab_0
+        - bleach=5.0.0=pyhd8ed1ab_0
+        - charset-normalizer=2.0.12=pyhd8ed1ab_0
         - colorama=0.4.4=pyh9f0ad1d_0
+        - commonmark=0.9.1=py_0
+        - dataclasses=0.8=pyhc8e2a94_3
         - idna=3.3=pyhd8ed1ab_0
-        - importlib_metadata=4.10.1=hd8ed1ab_0
+        - importlib_metadata=4.11.3=hd8ed1ab_1
         - packaging=21.3=pyhd8ed1ab_0
-        - pip=21.3.1=pyhd8ed1ab_0
+        - pip=22.0.4=pyhd8ed1ab_0
         - pkginfo=1.8.2=pyhd8ed1ab_0
         - pycparser=2.21=pyhd8ed1ab_0
-        - pygments=2.11.2=pyhd8ed1ab_0
-        - pyopenssl=21.0.0=pyhd8ed1ab_0
-        - pyparsing=3.0.7=pyhd8ed1ab_0
+        - pygments=2.12.0=pyhd8ed1ab_0
+        - pyopenssl=22.0.0=pyhd8ed1ab_0
+        - pyparsing=3.0.8=pyhd8ed1ab_0
         - python_abi=3.9=2_cp39
-        - readme_renderer=27.0=pyh9f0ad1d_0
+        - readme_renderer=35.0=pyhd8ed1ab_0
         - requests-toolbelt=0.9.1=py_0
         - requests=2.27.1=pyhd8ed1ab_0
         - rfc3986=2.0.0=pyhd8ed1ab_0
+        - rich=12.4.1=pyhd8ed1ab_0
         - six=1.16.0=pyh6c4a22f_0
-        - tqdm=4.62.3=pyhd8ed1ab_0
-        - twine=3.7.1=pyhd8ed1ab_0
-        - tzdata=2021e=he74cb21_0
-        - urllib3=1.26.8=pyhd8ed1ab_1
+        - tqdm=4.64.0=pyhd8ed1ab_0
+        - twine=4.0.0=pyhd8ed1ab_0
+        - typing_extensions=4.2.0=pyha770c72_1
+        - tzdata=2022a=h191b570_0
+        - urllib3=1.26.9=pyhd8ed1ab_0
         - webencodings=0.5.1=py_1
         - wheel=0.37.1=pyhd8ed1ab_0
-        - zipp=3.7.0=pyhd8ed1ab_0
+        - zipp=3.8.0=pyhd8ed1ab_0
       linux-64:
         - _libgcc_mutex=0.1=conda_forge
-        - _openmp_mutex=4.5=1_gnu
-        - brotlipy=0.7.0=py39h3811e60_1003
+        - _openmp_mutex=4.5=2_gnu
+        - brotlipy=0.7.0=py39hb9d737c_1004
         - bzip2=1.0.8=h7f98852_4
         - ca-certificates=2021.10.8=ha878542_0
-        - certifi=2021.10.8=py39hf3d152e_1
+        - certifi=2021.10.8=py39hf3d152e_2
         - cffi=1.15.0=py39h4bc2ebd_0
-        - cmarkgfm=0.7.0=py39h3811e60_0
-        - conda-package-handling=1.7.3=py39h3811e60_1
-        - conda=4.11.0=py39hf3d152e_0
-        - cryptography=36.0.1=py39h95dcef6_0
+        - cmarkgfm=0.8.0=py39hb9d737c_1
+        - conda-package-handling=1.8.1=py39hb9d737c_1
+        - conda=4.12.0=py39hf3d152e_0
+        - cryptography=36.0.2=py39hd97740a_1
         - dbus=1.13.6=h5008d03_3
-        - docutils=0.18.1=py39hf3d152e_0
-        - expat=2.4.3=h9c3ff4c_0
+        - docutils=0.18.1=py39hf3d152e_1
+        - expat=2.4.8=h27087fc_0
+        - future=0.18.2=py39hf3d152e_5
         - gettext=0.19.8.1=h73d1719_1008
-        - importlib-metadata=4.10.1=py39hf3d152e_0
-        - jeepney=0.7.1=pyhd8ed1ab_0
-        - keyring=23.4.0=py39hf3d152e_0
+        - importlib-metadata=4.11.3=py39hf3d152e_1
+        - jeepney=0.8.0=pyhd8ed1ab_0
+        - keyring=23.4.0=py39hf3d152e_2
         - ld_impl_linux-64=2.36.1=hea4e1c9_2
         - libffi=3.4.2=h7f98852_5
-        - libgcc-ng=11.2.0=h1d223b6_11
-        - libglib=2.70.2=h174f98d_1
-        - libgomp=11.2.0=h1d223b6_11
+        - libgcc-ng=11.2.0=h1d223b6_16
+        - libglib=2.70.2=h174f98d_4
+        - libgomp=11.2.0=h1d223b6_16
         - libiconv=1.16=h516909a_0
         - libnsl=2.0.0=h7f98852_0
-        - libstdcxx-ng=11.2.0=he4da1e4_11
+        - libstdcxx-ng=11.2.0=he4da1e4_16
         - libuuid=2.32.1=h7f98852_1000
-        - libzlib=1.2.11=h36c2ea0_1013
-        - ncurses=6.3=h9c3ff4c_0
-        - openssl=1.1.1l=h7f98852_0
+        - libzlib=1.2.11=h166bdaf_1014
+        - ncurses=6.3=h27087fc_1
+        - openssl=1.1.1o=h166bdaf_0
         - pcre=8.45=h9c3ff4c_0
-        - pycosat=0.6.3=py39h3811e60_1009
-        - pysocks=1.7.1=py39hf3d152e_4
-        - python=3.9.9=h62f1059_0_cpython
+        - pycosat=0.6.3=py39hb9d737c_1010
+        - pysocks=1.7.1=py39hf3d152e_5
+        - python=3.9.12=h9a8a25e_1_cpython
         - readline=8.1=h46c0cb4_0
         - ruamel_yaml=0.15.80=py39h3811e60_1006
-        - secretstorage=3.3.1=py39hf3d152e_1
-        - setuptools=60.5.0=py39hf3d152e_0
-        - sqlite=3.37.0=h9cd32fc_0
-        - tk=8.6.11=h27826a3_1
+        - secretstorage=3.3.2=py39hf3d152e_1
+        - setuptools=62.1.0=py39hf3d152e_0
+        - sqlite=3.38.5=h4ff8645_0
+        - tk=8.6.12=h27826a3_0
         - xz=5.2.5=h516909a_1
         - yaml=0.2.5=h7f98852_2
-        - zlib=1.2.11=h36c2ea0_1013
+        - zlib=1.2.11=h166bdaf_1014
       osx-64:
-        - brotlipy=0.7.0=py39h89e85a6_1003
+        - brotlipy=0.7.0=py39h63b48b0_1004
         - bzip2=1.0.8=h0d85af4_4
         - ca-certificates=2021.10.8=h033912b_0
-        - certifi=2021.10.8=py39h6e9494a_1
+        - certifi=2021.10.8=py39h6e9494a_2
         - cffi=1.15.0=py39he338e87_0
-        - cmarkgfm=0.7.0=py39h89e85a6_0
-        - conda-package-handling=1.7.3=py39h89e85a6_1
-        - conda=4.11.0=py39h6e9494a_0
-        - cryptography=36.0.1=py39h209aa08_0
-        - docutils=0.18.1=py39h6e9494a_0
-        - importlib-metadata=4.10.1=py39h6e9494a_0
-        - keyring=23.4.0=py39h6e9494a_0
+        - cmarkgfm=0.8.0=py39h63b48b0_1
+        - conda-package-handling=1.8.1=py39h63b48b0_1
+        - conda=4.12.0=py39h6e9494a_0
+        - cryptography=36.0.2=py39h1644bb1_1
+        - docutils=0.18.1=py39h6e9494a_1
+        - future=0.18.2=py39h6e9494a_5
+        - importlib-metadata=4.11.3=py39h6e9494a_1
+        - keyring=23.4.0=py39h6e9494a_2
         - libffi=3.4.2=h0d85af4_5
-        - libzlib=1.2.11=h9173be1_1013
-        - ncurses=6.3=he49afe7_0
-        - openssl=1.1.1l=h0d85af4_0
-        - pycosat=0.6.3=py39h89e85a6_1009
-        - pysocks=1.7.1=py39h6e9494a_4
-        - python=3.9.9=h1248fe1_0_cpython
+        - libzlib=1.2.11=h6c3fc93_1014
+        - ncurses=6.3=h96cf925_1
+        - openssl=1.1.1o=hfe4f2af_0
+        - pycosat=0.6.3=py39h63b48b0_1010
+        - pysocks=1.7.1=py39h6e9494a_5
+        - python=3.9.12=h8b4d769_1_cpython
         - readline=8.1=h05e3726_0
         - ruamel_yaml=0.15.80=py39h89e85a6_1006
-        - setuptools=60.5.0=py39h6e9494a_0
-        - sqlite=3.37.0=h23a322b_0
-        - tk=8.6.11=h5dbffcc_1
+        - setuptools=62.1.0=py39h6e9494a_0
+        - sqlite=3.38.5=hd9f0692_0
+        - tk=8.6.12=h5dbffcc_0
         - xz=5.2.5=haf1e3a3_1
         - yaml=0.2.5=h0d85af4_2
-        - zlib=1.2.11=h9173be1_1013
+        - zlib=1.2.11=h6c3fc93_1014
       win-64:
-        - brotlipy=0.7.0=py39hb82d6ee_1003
+        - brotlipy=0.7.0=py39hb82d6ee_1004
         - bzip2=1.0.8=h8ffe710_4
         - ca-certificates=2021.10.8=h5b45459_0
-        - certifi=2021.10.8=py39hcbf5309_1
+        - certifi=2021.10.8=py39hcbf5309_2
         - cffi=1.15.0=py39h0878f49_0
-        - cmarkgfm=0.7.0=py39hb82d6ee_0
-        - conda-package-handling=1.7.3=py39hb3671d1_1
-        - conda=4.11.0=py39hcbf5309_0
-        - cryptography=36.0.1=py39h7bc7c5c_0
-        - docutils=0.18.1=py39hcbf5309_0
-        - importlib-metadata=4.10.1=py39hcbf5309_0
-        - keyring=23.4.0=py39hcbf5309_0
+        - cmarkgfm=0.8.0=py39hb82d6ee_1
+        - conda-package-handling=1.8.1=py39hb3671d1_1
+        - conda=4.12.0=py39hcbf5309_0
+        - cryptography=36.0.2=py39h7bc7c5c_1
+        - docutils=0.18.1=py39hcbf5309_1
+        - future=0.18.2=py39hcbf5309_5
+        - importlib-metadata=4.11.3=py39hcbf5309_1
+        - keyring=23.4.0=py39hcbf5309_2
         - libffi=3.4.2=h8ffe710_5
-        - libzlib=1.2.11=h8ffe710_1013
+        - libzlib=1.2.11=h8ffe710_1014
         - menuinst=1.4.18=py39hcbf5309_1
-        - openssl=1.1.1l=h8ffe710_0
-        - pycosat=0.6.3=py39hb82d6ee_1009
-        - pysocks=1.7.1=py39hcbf5309_4
-        - python=3.9.9=h9a09f29_0_cpython
-        - pywin32-ctypes=0.2.0=py39hcbf5309_1004
+        - openssl=1.1.1o=h8ffe710_0
+        - pycosat=0.6.3=py39hb82d6ee_1010
+        - pysocks=1.7.1=py39hcbf5309_5
+        - python=3.9.12=h9a09f29_1_cpython
+        - pywin32-ctypes=0.2.0=py39hcbf5309_1005
         - pywin32=303=py39hb82d6ee_0
         - ruamel_yaml=0.15.80=py39hb82d6ee_1006
-        - setuptools=60.5.0=py39hcbf5309_0
-        - sqlite=3.37.0=h8ffe710_0
-        - tk=8.6.11=h8ffe710_1
+        - setuptools=62.1.0=py39hcbf5309_0
+        - sqlite=3.38.5=h8ffe710_0
+        - tk=8.6.12=h8ffe710_0
         - ucrt=10.0.20348.0=h57928b3_0
         - vc=14.2=hb210afc_6
         - vs2015_runtime=14.29.30037=h902a5da_6
-        - win_inet_pton=1.1.0=py39hcbf5309_3
+        - win_inet_pton=1.1.0=py39hcbf5309_4
         - xz=5.2.5=h62dcd97_1
         - yaml=0.2.5=h8ffe710_2

From da0e2acc32a18929aa68be2db463f3938960c708 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Tue, 10 May 2022 16:14:06 -0400
Subject: [PATCH 04/17] GH-125: Patch minor bugs in converter

---
 examples/InteractiveViewer.ipynb    |  2 +-
 examples/RDF_to_NX_Custom.ipynb     | 16 ++++++++++++----
 index.ipynb                         |  2 +-
 src/ipyradiant/rdf2nx/converter.py  |  4 ++--
 src/ipyradiant/tests/test_rdf2nx.py |  5 ++++-
 5 files changed, 20 insertions(+), 9 deletions(-)

diff --git a/examples/InteractiveViewer.ipynb b/examples/InteractiveViewer.ipynb
index f627131..c59891f 100644
--- a/examples/InteractiveViewer.ipynb
+++ b/examples/InteractiveViewer.ipynb
@@ -133,7 +133,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.9"
+   "version": "3.9.12"
   }
  },
  "nbformat": 4,
diff --git a/examples/RDF_to_NX_Custom.ipynb b/examples/RDF_to_NX_Custom.ipynb
index 8722976..eb81ce6 100644
--- a/examples/RDF_to_NX_Custom.ipynb
+++ b/examples/RDF_to_NX_Custom.ipynb
@@ -272,7 +272,9 @@
     "visualize and inspect an LPG graph.\n",
     "\n",
     "> Note: the option to remove disconnected nodes will be enabled on ticket\n",
-    "> [#110](https://github.com/jupyrdf/ipyradiant/issues/110)"
+    "> [#110](https://github.com/jupyrdf/ipyradiant/issues/110)\n",
+    "\n",
+    "> TODO: Use a better CONSTRUCTed graph"
    ]
   },
   {
@@ -281,11 +283,17 @@
    "metadata": {},
    "outputs": [],
    "source": [
+    "from rdflib import Graph\n",
+    "\n",
     "from ipyradiant.visualization import InteractiveViewer\n",
     "\n",
-    "iv = InteractiveViewer()\n",
+    "iv = InteractiveViewer(allow_large_graphs=True)\n",
     "iv._rdf_converter = RDF2NX\n",
-    "iv.rdf_graph = lw.graph\n",
+    "\n",
+    "# sample graph for visualization limitation\n",
+    "sgraph = Graph()\n",
+    "[sgraph.add(triple) for triple in list(lw.graph)[0:500]]\n",
+    "iv.rdf_graph = sgraph\n",
     "iv"
    ]
   },
@@ -317,7 +325,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.9"
+   "version": "3.9.12"
   }
  },
  "nbformat": 4,
diff --git a/index.ipynb b/index.ipynb
index 71bc69e..92d88ae 100644
--- a/index.ipynb
+++ b/index.ipynb
@@ -72,7 +72,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.9"
+   "version": "3.9.12"
   }
  },
  "nbformat": 4,
diff --git a/src/ipyradiant/rdf2nx/converter.py b/src/ipyradiant/rdf2nx/converter.py
index 3a502fb..d90d705 100644
--- a/src/ipyradiant/rdf2nx/converter.py
+++ b/src/ipyradiant/rdf2nx/converter.py
@@ -125,8 +125,8 @@ def transform_nodes(
 
         if node_iris is None:
             # TODO paginate (LIMIT+OFFSET) for batch processing?
-            # node_iris = list(cls.query_manager(cls.node_iris, rdf_graph)["iri"])
-            node_iris = list(rdf_graph.subjects())
+            node_iris = list(cls.query_manager(cls.node_iris, rdf_graph)["iri"])
+            # node_iris = list(rdf_graph.subjects())
 
         for node_iri in node_iris:
             # TODO this isn't actually used (should it be?)
diff --git a/src/ipyradiant/tests/test_rdf2nx.py b/src/ipyradiant/tests/test_rdf2nx.py
index 933b2c5..59d8cbc 100644
--- a/src/ipyradiant/tests/test_rdf2nx.py
+++ b/src/ipyradiant/tests/test_rdf2nx.py
@@ -104,7 +104,10 @@ def test_rdf2nx_custom(example_ns, SCHEMA, simple_rdf_graph):
     namespaces = {"schema": SCHEMA, "ex": example_ns, "base": example_ns}
 
     # Note: we are replacing the default behavior
-    RDF2NX.node_iris = [CustomNodeIRIs1, CustomNodeIRIs2]
+    RDF2NX.node_iris = [
+        CustomNodeIRIs1,
+        CustomNodeIRIs2,
+    ]
     RDF2NX.node_properties = CustomNodeProperties
 
     # Note: the expected results are only the Protagonist, and for them to have

From 6165d0cb06a4782ac362ab19eebf8a91756d2db5 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Tue, 10 May 2022 16:16:32 -0400
Subject: [PATCH 05/17] GH-125: Specify new doit

---
 .ci/environment.yml | 2 +-
 CONTRIBUTING.md     | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 5995dd2..35b986c 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -7,7 +7,7 @@ channels:
 dependencies:
   - anaconda-project
   - conda
-  - doit
+  - doit >=0.36
   - pip
   - python >=3.9,<3.10
   - twine
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index c6e7b05..6e198c6 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -20,7 +20,7 @@
 - install `anaconda-project` and `doit` into the `base` env
 
 ```bat
-mamba install -c conda-forge anaconda-project=0.8.4 doit=0.32
+mamba install -c conda-forge anaconda-project=0.8.4 doit=0.36
 ```
 
 or, use the same base environment as CI:

From 2a326ab972340548f7ed888494fdade1b375cfa7 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Tue, 10 May 2022 21:14:16 -0400
Subject: [PATCH 06/17] GH-125: Try unstable PR

---
 .ci/environment.yml                | 1 +
 src/ipyradiant/rdf2nx/converter.py | 1 -
 2 files changed, 1 insertion(+), 1 deletion(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 35b986c..eda765e 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -9,6 +9,7 @@ dependencies:
   - conda
   - doit >=0.36
   - pip
+    - git+https://github.com/jvesely/cloudpickle.git@master
   - python >=3.9,<3.10
   - twine
   - mamba
diff --git a/src/ipyradiant/rdf2nx/converter.py b/src/ipyradiant/rdf2nx/converter.py
index d90d705..e03122c 100644
--- a/src/ipyradiant/rdf2nx/converter.py
+++ b/src/ipyradiant/rdf2nx/converter.py
@@ -126,7 +126,6 @@ def transform_nodes(
         if node_iris is None:
             # TODO paginate (LIMIT+OFFSET) for batch processing?
             node_iris = list(cls.query_manager(cls.node_iris, rdf_graph)["iri"])
-            # node_iris = list(rdf_graph.subjects())
 
         for node_iri in node_iris:
             # TODO this isn't actually used (should it be?)

From d33a36427002912c70146cbc675d676e5e864d03 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Tue, 10 May 2022 21:20:40 -0400
Subject: [PATCH 07/17] GH-125: Try something

---
 .ci/environment.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index eda765e..6b90c26 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -2,14 +2,13 @@ name: ipyradiant-base
 
 channels:
   - https://conda.anaconda.org/conda-forge
-  - nodefaults
 
 dependencies:
   - anaconda-project
   - conda
   - doit >=0.36
   - pip
-    - git+https://github.com/jvesely/cloudpickle.git@master
+    - git+https://github.com/jvesely/cloudpickle.git
   - python >=3.9,<3.10
   - twine
   - mamba

From 7f90c40b3692597217795a7f8c17027ad5a66da0 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Tue, 10 May 2022 21:23:09 -0400
Subject: [PATCH 08/17] GH-125: Found it

---
 .ci/environment.yml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 6b90c26..89f8a77 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -8,7 +8,8 @@ dependencies:
   - conda
   - doit >=0.36
   - pip
-    - git+https://github.com/jvesely/cloudpickle.git
+  - pip:
+    - git+https://github.com/jvesely/cloudpickle.git@master
   - python >=3.9,<3.10
   - twine
   - mamba

From 991657b5a1bd8555ed2640b1bd989f2c7211d487 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Tue, 10 May 2022 21:43:54 -0400
Subject: [PATCH 09/17] GH-125: Try something

---
 .ci/environment.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 89f8a77..2777b48 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -9,7 +9,7 @@ dependencies:
   - doit >=0.36
   - pip
   - pip:
-    - git+https://github.com/jvesely/cloudpickle.git@master
+    - git+https://github.com/jvesely/cloudpickle.git
   - python >=3.9,<3.10
   - twine
   - mamba

From 94152268f350b61a67683ad9c90739a9e9427f25 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Wed, 11 May 2022 08:21:22 -0400
Subject: [PATCH 10/17] GH-125: Try something

---
 .ci/environment.yml | 2 +-
 CONTRIBUTING.md     | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 2777b48..34d3e5e 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -6,7 +6,7 @@ channels:
 dependencies:
   - anaconda-project
   - conda
-  - doit >=0.36
+  - doit =0.32
   - pip
   - pip:
     - git+https://github.com/jvesely/cloudpickle.git
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index 6e198c6..c6e7b05 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -20,7 +20,7 @@
 - install `anaconda-project` and `doit` into the `base` env
 
 ```bat
-mamba install -c conda-forge anaconda-project=0.8.4 doit=0.36
+mamba install -c conda-forge anaconda-project=0.8.4 doit=0.32
 ```
 
 or, use the same base environment as CI:

From 94a99a924162b326c6daca353418a8ba5db9f1b0 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Wed, 11 May 2022 08:29:22 -0400
Subject: [PATCH 11/17] GH-125: Try something

---
 .ci/environment.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 34d3e5e..2fbbfe6 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -6,7 +6,7 @@ channels:
 dependencies:
   - anaconda-project
   - conda
-  - doit =0.32
+  - doit
   - pip
   - pip:
     - git+https://github.com/jvesely/cloudpickle.git

From 4644c98ae720983614dcc6e17e8423969a2d6d60 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Wed, 11 May 2022 08:56:04 -0400
Subject: [PATCH 12/17] GH-125: Update env

---
 .ci/environment.yml | 7 ++++---
 1 file changed, 4 insertions(+), 3 deletions(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 2fbbfe6..173f845 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -2,14 +2,15 @@ name: ipyradiant-base
 
 channels:
   - https://conda.anaconda.org/conda-forge
+  - nodefaults
 
 dependencies:
-  - anaconda-project
-  - conda
+  - anaconda-project =0.8.4
+  - conda >=4.12
   - doit
   - pip
   - pip:
-    - git+https://github.com/jvesely/cloudpickle.git
+    - git+https://github.com/jvesely/cloudpickle.git@master
   - python >=3.9,<3.10
   - twine
   - mamba

From 2a77f83232558c9f0acd2d38273763327dd1eb89 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Wed, 11 May 2022 09:15:42 -0400
Subject: [PATCH 13/17] GH-125: Update env

---
 .ci/environment.yml | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 173f845..7c159ad 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -5,12 +5,12 @@ channels:
   - nodefaults
 
 dependencies:
-  - anaconda-project =0.8.4
-  - conda >=4.12
+  - anaconda-project =0.10.2
+  - conda =4.11.0
   - doit
   - pip
   - pip:
     - git+https://github.com/jvesely/cloudpickle.git@master
   - python >=3.9,<3.10
   - twine
-  - mamba
+  - mamba =0.21.0

From b6c9b272fba6d36b4825811d0f7fdf80caede43a Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Wed, 11 May 2022 09:34:13 -0400
Subject: [PATCH 14/17] GH-125: Update env

---
 .ci/environment.yml | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 7c159ad..12bb66a 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -7,10 +7,10 @@ channels:
 dependencies:
   - anaconda-project =0.10.2
   - conda =4.11.0
-  - doit
+  - doit =0.34.1
   - pip
   - pip:
     - git+https://github.com/jvesely/cloudpickle.git@master
   - python >=3.9,<3.10
-  - twine
+  - twine =3.8
   - mamba =0.21.0

From 088b5e0f5cf11cc29d0a484c3a7911e4b48c283d Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Wed, 11 May 2022 09:51:29 -0400
Subject: [PATCH 15/17] GH-125: Remove git dependency

---
 .ci/environment.yml | 2 --
 1 file changed, 2 deletions(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 12bb66a..5b6fe33 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -9,8 +9,6 @@ dependencies:
   - conda =4.11.0
   - doit =0.34.1
   - pip
-  - pip:
-    - git+https://github.com/jvesely/cloudpickle.git@master
   - python >=3.9,<3.10
   - twine =3.8
   - mamba =0.21.0

From d47e60cb6ce792587d9c33a01f16fbc7c8044aa3 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Wed, 11 May 2022 10:01:13 -0400
Subject: [PATCH 16/17] GH-125: hack

---
 .ci/win.bat | 1 +
 1 file changed, 1 insertion(+)

diff --git a/.ci/win.bat b/.ci/win.bat
index f0076b8..39013b1 100644
--- a/.ci/win.bat
+++ b/.ci/win.bat
@@ -2,6 +2,7 @@
 :: this is a nasty hack, and should not be needed, but the env isn't _quite_ right
 :: call deactivate
 :: call C:\Miniconda\envs\ipyradiant-base\Scripts\activate
+call pip install git+https://github.com/jvesely/cloudpickle.git@master
 call doit -n4 %%*
 call doit %%* || goto :error
 

From b604479b8e8ba6c2abae2a7ea296187d54fb5ab6 Mon Sep 17 00:00:00 2001
From: Welz <Zach.Welz@gtri.gatech.edu>
Date: Wed, 11 May 2022 10:14:44 -0400
Subject: [PATCH 17/17] GH-125: revert and pin doit prior to cloudpickle dep.

---
 .ci/environment.yml | 2 +-
 .ci/win.bat         | 1 -
 2 files changed, 1 insertion(+), 2 deletions(-)

diff --git a/.ci/environment.yml b/.ci/environment.yml
index 5b6fe33..874b03d 100644
--- a/.ci/environment.yml
+++ b/.ci/environment.yml
@@ -7,7 +7,7 @@ channels:
 dependencies:
   - anaconda-project =0.10.2
   - conda =4.11.0
-  - doit =0.34.1
+  - doit <=0.28  # broken cloudpickle dep after this
   - pip
   - python >=3.9,<3.10
   - twine =3.8
diff --git a/.ci/win.bat b/.ci/win.bat
index 39013b1..f0076b8 100644
--- a/.ci/win.bat
+++ b/.ci/win.bat
@@ -2,7 +2,6 @@
 :: this is a nasty hack, and should not be needed, but the env isn't _quite_ right
 :: call deactivate
 :: call C:\Miniconda\envs\ipyradiant-base\Scripts\activate
-call pip install git+https://github.com/jvesely/cloudpickle.git@master
 call doit -n4 %%*
 call doit %%* || goto :error